{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "Chapter 12\n",
    "# Seaborn散点图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_iris"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:28.755394Z",
     "end_time": "2024-07-10T15:26:29.134987Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 1. 导入并简单分析数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "   sepal_length  sepal_width  petal_length  petal_width species\n0           5.1          3.5           1.4          0.2  setosa\n1           4.9          3.0           1.4          0.2  setosa\n2           4.7          3.2           1.3          0.2  setosa\n3           4.6          3.1           1.5          0.2  setosa\n4           5.0          3.6           1.4          0.2  setosa",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal_length</th>\n      <th>sepal_width</th>\n      <th>petal_length</th>\n      <th>petal_width</th>\n      <th>species</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5.1</td>\n      <td>3.5</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4.9</td>\n      <td>3.0</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4.7</td>\n      <td>3.2</td>\n      <td>1.3</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4.6</td>\n      <td>3.1</td>\n      <td>1.5</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5.0</td>\n      <td>3.6</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从seaborn中导入鸢尾花样本数据\n",
    "iris_sns = sns.load_dataset(\"iris\")\n",
    "iris_sns.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.135984Z",
     "end_time": "2024-07-10T15:26:29.170441Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['sepal_length', 'sepal_width', 'petal_length', 'petal_width',\n       'species'],\n      dtype='object')"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_sns.columns"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.171448Z",
     "end_time": "2024-07-10T15:26:29.179814Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "       sepal_length  sepal_width  petal_length  petal_width\ncount    150.000000   150.000000    150.000000   150.000000\nmean       5.843333     3.057333      3.758000     1.199333\nstd        0.828066     0.435866      1.765298     0.762238\nmin        4.300000     2.000000      1.000000     0.100000\n25%        5.100000     2.800000      1.600000     0.300000\n50%        5.800000     3.000000      4.350000     1.300000\n75%        6.400000     3.300000      5.100000     1.800000\nmax        7.900000     4.400000      6.900000     2.500000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal_length</th>\n      <th>sepal_width</th>\n      <th>petal_length</th>\n      <th>petal_width</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>150.000000</td>\n      <td>150.000000</td>\n      <td>150.000000</td>\n      <td>150.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>5.843333</td>\n      <td>3.057333</td>\n      <td>3.758000</td>\n      <td>1.199333</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.828066</td>\n      <td>0.435866</td>\n      <td>1.765298</td>\n      <td>0.762238</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>4.300000</td>\n      <td>2.000000</td>\n      <td>1.000000</td>\n      <td>0.100000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>5.100000</td>\n      <td>2.800000</td>\n      <td>1.600000</td>\n      <td>0.300000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>5.800000</td>\n      <td>3.000000</td>\n      <td>4.350000</td>\n      <td>1.300000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>6.400000</td>\n      <td>3.300000</td>\n      <td>5.100000</td>\n      <td>1.800000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>7.900000</td>\n      <td>4.400000</td>\n      <td>6.900000</td>\n      <td>2.500000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 鸢尾花数据统计特征\n",
    "iris_sns.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.180815Z",
     "end_time": "2024-07-10T15:26:29.274492Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 绘制样本数据散点图，不加标签"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns,\n",
    "                     x=\"sepal_length\",\n",
    "                     y=\"sepal_width\")\n",
    "\n",
    "# 设置横纵轴标签\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "\n",
    "# 设置横纵轴刻度\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "\n",
    "# 设定横纵轴尺度1:1\n",
    "ax.axis('scaled')\n",
    "\n",
    "# 增加刻度网格，颜色为浅灰 (0.8,0.8,0.8)\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "\n",
    "# 设置横纵轴取值范围\n",
    "ax.set_xbound(lower=4, upper=8)\n",
    "ax.set_ybound(lower=1, upper=5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.202497Z",
     "end_time": "2024-07-10T15:26:29.419630Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 调转横、纵轴特征"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, x=\"sepal_width\", y=\"sepal_length\")\n",
    "# 横轴，花萼宽度\n",
    "# 纵轴，花萼长度\n",
    "\n",
    "ax.set_xlabel('Sepal width (cm)')\n",
    "ax.set_ylabel('Sepal length (cm)')\n",
    "\n",
    "ax.set_xticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.set_yticks(np.arange(4, 8 + 1, step=1))\n",
    "\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "ax.set_xbound(lower=1, upper=5)\n",
    "ax.set_ybound(lower=4, upper=8)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.415634Z",
     "end_time": "2024-07-10T15:26:29.581710Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 绘制样本数据散点图，增加鸢尾花分类标签"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, x=\"sepal_length\",\n",
    "                     y=\"sepal_width\", hue=\"species\")\n",
    "\n",
    "# hue 用不同色调表达鸢尾花的类别\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "ax.set_xbound(lower=4, upper=8)\n",
    "ax.set_ybound(lower=1, upper=5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.583712Z",
     "end_time": "2024-07-10T15:26:29.786667Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 利用色调hue可视化第三特征 (花瓣长度)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAG2CAYAAAAncGJsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAACcOUlEQVR4nOydd5hcVf3/X+fcNm1LNr2HFEINECDU0BELTRTB7s8CFr5gQVREBKSIICoiigVULCAqKIKFZgCpoUMghIRAetlsnXbb+f0xySabmdnMzu7c3c2e1/PwaObcuffse+69n1M+RSilFBqNRqPRDBHkQHdAo9FoNJreoA2XRqPRaIYU2nBpNBqNZkihDZdGo9FohhTacGk0Go1mSKENl0aj0WiGFNpwaTQajWZIoQ2XRqPRaIYU2nBpNBqNZkgxoIbrvvvuY/bs2d3+O/fccweySxqNRqMZ5JgDefE33niDo48+mu985ztdnzmOM4A90mg0Gs1gZ0AN19KlS9l1110ZPXr0QHZDo9FoNEOIAV0qXLp0KdOmTRvILmg0Go1miCEGKju8Uor99tuPY445hldeeYUgCHjnO9/Jueeei23bA9EljUaj0QwBBmypcPXq1WSzWWzb5oc//CErV67k8ssvJ5fLcdFFFw1UtzQajUYzyBmwGRdAa2srDQ0NCCEA+Pe//81Xv/pVnnvuOQzDqOgczc0d6IpitSeTyQCQSCQGuCfDB615tGi9oyebzTJ58phef29AnTMaGxu7/XvGjBnk83na2tpoamqq6BxKoQ1XBJhm4VbRWkeH1jxatN7Rs0Xz3jJgzhmPPPIIBx10ENlstuuzV199lcbGxoqNliY6giAgCIKB7sawQmseLVrv6KlW7wEzXPvttx+O43DRRRexbNkyFixYwPe+9z0+/elPD1SXND0ghOha0tVEg9Y8WrTe0VOt3gO6x7VkyRKuvPJKnn/+eZLJJGeeeSZf+MIXevXHbNyo97iiIJ/PAzpAPEq05tGi9Y4e13WZOHFkr783oIarP9CGKxpyucLGdSymN66jQmseLVrv6Mnns0yaNMScMzRDB8PQt0rUaM2jResdPdVqrrPDayrC8zw8zxvobgwrtObRovWOnmr11kMMTUVYls5mEjVa82jRekePZVlVfU8bLk1FeJ4LVH+jaXqP1jxatN7Ro2dcmpqiR6PRozWPFq139OgZl6am6NFo9GjNo0XrHT16xqWpKfphjh6tebRovaOnWs21V6GmIoLAJwj8ge7GsEJrHi1a7+ipVm8949JUhBCVZevX9B9a82jRekdPtZprw6WpEJ2eJHq05tGi9Y6e6jTXhktTEUM8M9iQRGseLVrv6KlWc224NBVRaWFPTf+hNY8WrXf0VKu5ds7QVIROhxM9WvNo0XpHj3aH19QUHZwZPVrzaNF6R48OQNbUFB2cGT1a82jRekePnnFpaooejUaP1jxatN7Ro2dcmpqiR6PRozWPFq139OgZl6am6NFo9GjNo0XrHT065ZOmpvi+h+9rj6so0ZpHi9Y7enxfp3zS1BAd4xI9WvNo0XpHT7Waa8OlqQidVSB6tObRovWOHp05Q1NT9EMdPVrzaNF6R482XJqaIqXeDo0arXm0aL2jp1rNteHSVEQQBAPdhWGH1jxatN7RU63m2nBpKsI0dWxL1GjNo0XrHT2mWZ0J0oZLUxE6ODN6tObRovWOHh2ArKkpOjgzerTm0aL1jh6d8klTU/RoNHq05tGi9Y4ePePS1BQ9Go0erXm0aL2jR6d80tQU33fxfXeguzGs0JpHi9Y7eqpNsaVnXJqKMAy9fBI1WvNo0XpHT7Waa8OlqYgw1DEuUaM1jxatd/RUq7k2XJqKEEIMdBeGHVrzaNF6R0+1mmvDpakI/VBHj9Y8WrTe0aMNl6am6HQ40aM1jxatd/TolE+amqLT4USP1jxatN7Ro1M+aWqKDs6MHq15tGi9o0cHIGtqig7OjB6tebRovaNHp3zS1BQ9Go0erXm0aL2jR8+4NDVFj0ajR2seLVrv6NEzLk1N0aPR6NGaR4vWO3r0jEtTU/TDHD1a82jRekePTrKrqSlBEOg4l4jRmkeL1jt6dByXpqborALRozWPFq139FSruZ5xaSpEbP5v+GEYAk9BWy5gU8bHVWAYUTw6w1fzgUHrHT065ZOmhigVDnQXBgQpBWvbXK76zTOs2pAGoCFl83+n781e00YglKrZtYer5gOF1jt6qtVcz7g0FWEYBoZhDHQ3IifjKc6//n9dRgugrdPl8lueYW1rrqbLS8NV84FC6x091eqtDZemIjzPq9p1dahiWQb/fXYVObf0BvKv73mNWm7lD0fNBxKtd/Rod3hNTRmOwZmhgkXLW8q2L1vVjh8o7BoN/4aj5gOJ1jt6tDu8pqZ4ntsVoDlckEIxbXxd2fbxIxMYsnZLhcNR84FE6x091c64tOHSVIRl2cNuROp5Ie84aDKyjHH62LtmY9XwCRqOmg8kWu/o0TMuTU0ZrqPRlGPwnbPmkYxtXVU3DcGnTtqd6ePrCMPaeRUOV80HCq139FQ74xJK1dCfNwI2buxgaP8FQ4MtN9hwTIsjpCDvK5rb83h+yJgRcWKWKGyC1ZDhrPlAoPWOHt/3GD++qdff084ZmooIguH7UKuw4IAxvtHZ+mGNjRYMb80HAq139ASBX9X3tOHSVISUOr4larTm0aL1jp5qNdeGS1MRQ3xFeUiiNY8WrXf0VKu5NlyaitAPdfRozaNF6x092nBpaopOhRM9WvNo0XpHj075pKkpvu/h+zodTpRozaNF6x091eqtZ1yaijBNHZgZNVrzaNF6R49pVufBqQ2XpiK2BGZqV+Ho0JpHi9Y7enSSXU1N0alwokdrHi1a7+jRKZ80NWWopsMxTEkoBNKQDLXK7ENV86GK1jt69IxLU1OG2mhUSEE6H3LvQ2/w8pJmxo1K8L7jZjGy3kEyNNyeh5rmQx2td/RUO+PSuQo1FZHNZgCIxxMD3JMdI6VgXWueL35vAfntikB++aP7ceiccQyFm2Yoab4zoPWOnlwuy+TJY3r9Pb1UqKmIoVTW3A0U1/x6YZHRAvjRH54n54UD0KveM5Q03xnQekePjuPS1BSl1JDJLJDNByxb2V6yLQgUy1e3I4bAhtdQ0nxnQOsdPTpzhqamDKUHekd9DUKFEIN/tXAoab4zoPWOnmo11zMuTUVIKZFyaNwu8ZjJpLGpkm1SwPSJDTUtANlfDCXNdwa03tFTrd76V9JURBAEBEHxntFgJGZKzv/4/hhG8XLgJ07dk5g9NG77oaT5zoDWO3qq1Vt7FWoqYshVhxWC9ozPH/+1mEXLNjGmKc6H370bU8amhow7/JDTfIij9Y6eaisga8OlqYhMJg1AIpHs87lMU6IUBEHtvfuEFLi+wjQEhmBILBFuoT811+wYrXf0ZLMZpkwZ2+vvaecMTUX0R3BmgKA96/HC6xuxLYN9Zo0iYUtEDUceKlRYElCKIWSzAB0QGzVa7+ipdnarDZemIvqagDRAcPM9r3H/0yu7ff7Z9+7JkfuOR+ppcxE66Wu0aL2jp9qUT0Njl1oz4FiWXfWI1DAkLy7dVGS0AH525yu0dOr8cKXoi+aa3qP1jh6dZFdTU3zfxferMzD5IORPD7xRtv3uR5ZjmvpW3J6+aK7pPVrv6NGFJDU1xTCqXz4JQ2jpzJdt39ieG3L7T1HQF801vUfrHT3Vaq6HuZqKCMOAMKwu5sIxJfvOGlW2/aA9xyIHfwamyOmL5preo/WOnmr11oZLUxFCiKrz+6kw5MPv2BWrxHLgiDqHg/YYg+8PjcS3UdIXzTW9R+sdPdXqrQ2XpiL6+lDXxQx++MXD2W1qI1BIvXTIXmO57rzDiJXIcKHRL9Ko0XpHT7V6D5oA5LPOOoumpia++93v9up7OgA5GvqjVpGUAl9B3gsRQhAzBQKlf78y6PpQ0aL1jp4hXY/rnnvuYcGCBQPdDU0PmKaFafZt8zoMFVIp4qYgZgBq5zFaQgj8ENo6PdY1Z8nkAlQfB+/9obmmcrTe0WOa1fkHDrhXYWtrK9/73vfYe++9B7ormh7QwZnlkVLQmQ245NqHeXVJMwCGITjlnbvy0fftRbWe/lrzaNF6R0+1AcgDbriuvvpqTjnlFNavXz/QXdH0gA7MLE/ODTn/0vtZsbqj67MgUPz1nsWkkjZnnLgbYdh75xOtebRovaNnSAYgP/744yxcuJDPf/7zA9kNTQV4nts1ItVsRQjY0JzpZrS25Y6/v0om51d1bq15tGi9o2fIzbjy+Tzf/va3ufjii4nFYlWfx/M8XNfFsmw8z8WyLIIg6PJWUUphGAae521zzNb/9X0PwzC6ynZLaRAEHqZZ/tgwDLs8kIIgwDStEse6mObWvgghCMMAwyg+tnu/JaAGrN/FGgqUCgCB77t4nlfiWB8hjD702y+joYdhmIRhUHW/DcMs05e+9lsSBAGO4/D2qray92c255PL+agyf2PpfocYhoHv+1iWRSaT7vadIPCQcmtfCsf2/Ntv3+9y96xhWFXqveNnrdp+AzV61rr3u5ze+h1Ru2et2kKSA2a4brjhBvbaay/mz58/UF3Q9IJCOpzqZg47M2GomDCurmy74xjYtqSaEmCFdDhKOwxEhNY7eqqd4Q6YO/wxxxzDxo0bMQwDANct/AG2bfPcc89VfB7tDh8NWzeu9T7A9ri+4pwL/8Oa9Z1FbR88dQ8+fNoeqCpyWmnNo0XrHT1DrpDkqlWruo3gr732WgDOP/98pk6dWvF5tOGKhlwuC0AsFh/gngw+pBS0pz2+ceV/Wb6isGwoBJxw1HTO/uh+VXsVas2jResdPfl8jkmTRvf6ewO2VDhx4sRu/04mC1VHe2O0NNGhMwqUJwwV9UmL6y45lo60Rzbr0VgfIxE36ItqWvNo0XpHT7WaD7g7vEZTDZZt0JkNCMIQ05CkYgauO3AJUsNQYRmCpnob6vVSk0ZTSwZNyqdq0UuF0TCYllF8BPf+dxl/+dfrtHe6TByb4tNnzGGvXUdhVuMFMUgZTJoPB7Te0VPtUqE2XJqKGCwb1wGCG373PP994u2itq98+kCOnjcJz905vB8Hi+bDBa139FTrnDEochVqBj+F+K3qggX7k86MV9JoAfzy9hfpyAx8H/uLwaL5cEHrHT1DLgBZM7QYDKNQKSVvriwf7NvWkacz4xHbSfaYBoPmwwmtd/RUm/JJGy5NRQyOBKQhdameXy6ObUTUl9ozODQfPmi9o0fPuDQ1ZTCMRsMQJo5JkUpYdJZYEtx39zEkYiZVpakYhAwGzYcTWu/oGZJJdjVDh8GSgDThSK74yhFFM6sxIxOc/5kDseTOYbRg8Gg+XNB6R0+1My7tVaipiC032GBYRpGmJJ0LePaVdaxc08Feu45i5tQRJB2J7/e+fMhgZTBpPhzQekdPtV6FeqlQUxFBsOOH2oqZZN0Q25CIMCQIamNEQj8kbgqOOmAihiHx/QDfD2tqtAxD4CuBQmFJQRCBgaxEc03/Mdz1Nk2JyKQRQhLE4lU/v0KArXzwXJQTxw3LZ8cIgupCV7Th0lSElOWdHgxL0pkPue2BpSxa3sLI+hinzd+FiSMTyKB22Sw8L8Dzap8tI5CSRSvbuXfhClwv4Ii9xnHwbmOwUYRVJM+tlJ401/Q/w1VvKQV2Rysb7rmfNXfcjXRsJn/6w9QftD/5eKpX53KCPKxewYZf/RJv9SoS++zLyI98BLdhNH6JnalqNddLhZqKyOdzADhO99pplmWwpj3P137+JHmv+wjtQ8fO5J0HTETWaOYVBYEU3HjPazy/bFO3z8c0xvjOR/fHrKKycaWU01xTG4ar3rF0GwtP+TjZt1Z2+3zkkQez+4+/W7HxspRP/j/3sPqKy7t9LiyL6Tffgj99N4Kg+8vadfNMnDiq133WzhmaithSjG57ciHccNcrRUYL4I8PvkGuxOdDBSkFK5uzRUYLYH1rjv88uwqj2tTvFVBOc01tGI56mxJW//7PRUYLoHnBE2ReXYyUlSXCtTLtrL76u0WfK89j5be+hZ0prhJerd7acGkqwjCMrtpp25J1fd5Y1V7yO0rBordbsYdobJVhSO57blXZ9v++tIZ8ULsXXTnNNbVhOOotOztYddvfyrav/M2fMNnx4FMIgbtsKZQpNptf/iakiw1XtXprw6WpCN/3NleI7SU78Qi21n9a1ZprqkLrXYIa3+TV6q0Nl6YiTNPGNIsDNBO2ycyJ9SW/IwTsMXXEgJYb6QtBEHL8fhPLth89ZzyOUbsaTuU019SG4ah3mKpj4pmnlG2f9IkzSjpVbI9SCmf6DDBL+/s506ZBqq7oc9PUAciaGlIuONORcM6pe+JYxbfSB4+ZSbzE50OFMFRMGplg3+nFcSajG2K8Y+7EmrrF64DYaBmOevshTPjw+4lPnVTUNvLIg0nsPrtiz1k3Uc+EC75W9LmwLCZ953LceLHh0gHImprSU3CmYUk68iF/f/wtFi1voWmzO/ykGrvDR0UgJYtXtXHv0yvJ+wV3+EMicIfXAbHRMlz13uoOfx+r/1Rwh5/ymY/QcND+5HrpDm/7OcSalQV3+FUrSey7X4/u8NUGIGvDpamITCYNQCKRLHuMHTPJeiGWIRFB3wKQTVMihMD3g7K/r2FIpBQEQVhTA7LlWr4qZEG0JJEEIFeiuab/GO56m6ZEpNNgCEIn0S8ByKEdx1Pll9Oz2QxTpoztfV+r6plm2NFTAlIhBK6CZW+18dLSZsaNTDBn5kgSpuy1u6sSgowb8NQLa+nMehy4+xhGNcS6VTYWUpD1FS8v2cCqDWn2mNbEtPEpHEPUzIAFQYgABBBVWJpO+hotw11v3w/B2Vz9uQ83uVKQxwTL3GG+a13WRFNTtnj/bH+jCQH5UPG1G59g9YZ01+eWKfnO2QcxfWwSVaExUQgeeXEtP/nLy12f/e5frzN39ijO/9B+GCpECMGq5ixfv/EJ8ttkzRgzIs73zjmUhLnzODKW01xTG7Te0eOXcZ/fEUN351wTKeViXJSQ3HTXK92MFoDnh3z750+R8yu3Im1Zr5vR2sKzizfy8POrMQxJPlBc9POnuhktgPUtWX5w2/ME1M7LL2qGY1zRQKL1jh4dx6WpKeWyCmS9gMdeXFvyO3kv4M01HRVF3tu2wX+eXFG2/a//XUYuCFnXkiWdLe2J9MKSZrJD1PW+FMMxk8NAovWOHp05QzMg+L6ip5XAts48osJJUHN7rmxbe9oFJegoUUByW7ydqKyJRqMpjTZcmooQQiBKWKCYLRndGC/7vV0nNxYl1ixFEIQcNmd82fZ9dx2FJWHy2PLuufVJe3MF5J2DcppraoPWO3qq1VsbLk1FBEFAUCImK2YKPnvaniW/M2/3MdQnKtvoDgLF7lNHMH5koqjNkIL/957dECiSjsHRc0tns/jMyXsQr2HS26gpp7mmNmi9o6davXUcl6YiegrODIVg6eoObrrrFVas6yQZMzn1iF14z2HTMFTlS3dSCnKB4nf/WsKDz6zE80P2mt7E507bi9F1dtd6eCAE9z+9ij8/9AbtaY8JoxJ8+uQ92H1KI3JH/rdDiOEaEDtQaL2jRwcga2rKjoIzDUOS8xVBqJAS4qasPoBRSvJ+SKjANgSmpCg+yzAkWb8QeGxKiWOKmlVcHiiGe0Bs1Gi9o0cHIO8ECAGer+js9OjszFNf55BMWRgV1sPpLVIKcr6iI+3i+iEj6h1ipuwWCCUE+Ao84ZDOeoRGSDJmILYbLQRBiCXAMrb+u1pUGGJ3rfgpStVqDIIQWwCGAFRF+2hDjeEeEBs1/aF3DA8r10HY2oKIxVCpRrJ2quaZXYYqOgB5iCME5HIhF1/2AM+/sNW9/JCDJ3Ph147A7udktVIK1rbk+PaNT7ChJQsUgoY//J7dePdhU5EohCgYtu/8/Elee7Ol67uH7Tue//vQvt2yWWj6ny0JX/XSVTT0Ve9kkCH7p5tpuefPbBltmROn0HTx98k0jtspB1d9pdokuzvPTvYQx/MUF11yfzejBfD4Eyu45rr/lZx19IWMG/KVax/uMlpQcCX/9d8W8cKSZgxD4oWKb9/4eDejBfC/59fwy7+8TMV+7pqqsCxbz7oipC96WwbkH7ib9N1/YtuH1V/1Nhu/djbxbFt/dXOnotpBgjZcg4SOTpcXX1pXsu3hR5aT3kH8Um8wTckzi9aTzZf26Pn13xeR80I6Mh5vrCj9wD341AoyO1Gw72DE9118f3iV2RhI+qK3k22n847flGwLWzcRrlhWUSD+cEMXkhzitLfne2xPp/vvBSalYMnbrWXbV6/vRAHNbeUDgkMF2Vx1ecY0lWGaVtWF9jS9p096ey4q3Vm++e03teEqgS4kOcRpbIiVbRMCUqn+WzIKAsXsaSPKtk8eW4cARvUQWGxIQTymX6q1RMcVRUuf9LZsZF1D+eZpM/QeVwmq1VsbrkFCMmVxwP4TSrYdc+R0EvH+MxJBELLf7qNJxkv75nzyvXsQsySpuMluu5Q2cMcfMoWEo2+fWqIzOURLX/TOxeupO+MTJduMkaORk6bpPIgl0JkzhjiWKfj2N4/mkIMmd30mBBxz1C586bxDkf38SyUsyXVfPZIJo7fGrDi2wWdP35s9dmkquLdLuPjsg9hv9qhufTp23mT+3yl70GOSQk2f0YYrWvqitx+AdeS7SJ3+cTC3DgitXWYx8uqfkXHKz8aGM9XqrQOQBxFCFJLWpjMe6bRHKmWTTFj9brS2IKUg7ys6sx6eH1KfsolbBmobr6gtcVzprE8m71OftInbxXFcmv4nl8sAEIsVp8HS9D/9obeDj53rQHW0gRMjTNaTs5I6jqsM+XyWSZPG9Pp72nBpdohpG3TmA/xAYRmS+pgkv51HouOYtGd8XD/ENASpuEmwXc0sKQW+grxXKAgZMwUCVbPfzzAEWTfE80NMQxJ3DMIhlF1DpyCKFq139FSb8qnXAciPPfYYjzzyCK+88gqbNm1CCMHo0aPZY489OOKII5g3b16vO6EZvARScvf/3ubuJ98mk/MZkbI58+gZHLzbaIzNFscHnnt5Pb/668usbc4Qsw3eedg0znzXrl1BykIK1re7/PiOF3ntrVakgIP2HMtZp+5Jypb9PiINFCx8aT2/uP1F1jdniDsm733HLN77jlmYYmiMdHQAcrRovaOn2gDkimdcd955Jz/72c9Ip9MccsghzJw5k8bGRsIwpKWlhcWLF/Pcc8+RSCT4zGc+w/ve976qOtRb9IyrdoRS8qt/LWZBiUKRHzt+Fu86YBKGUPzvxXVcffPComP22XUU3/j0gZgoOvIhn7tmQVG9rBF1Dtd/+fBC+qZ+wjAkDy9czbW/erqo7dD9JvDlT+5fyBQ1yNEzgGjRekdPTWdcH/3oR5k0aRLXXHMNc+bM6fHYp556ittvv52//vWv/P73v+91hzSDh4wblDRaAH9asIwj5oyDEH7515dLHvPC6xvZ1JZn7IgYv//PayWLPLZ05Hly0XqO3mccfj8VgczkA35++wsl2x57bjWfycyhMTn4X056BhAtWu/oqXbGVZHhuvTSS5k+fXpFJ5w3bx7z5s1j6dKlVXVIMziQEtY0Z8q259yAjoyPJaC5tXyg8uLlm2hqGM/zSzaWPebJV9Zx5JxxfervtmRzPu2d5QO2l69qZ+5uowb9hrlO9xQtWu/oqWnKp0qN1rbMmDGj19/RDB7CEOp2UATSsSS2ZfSYvb6pIYYQ0Jhyyh4zqj5GfyYVsCyjxzSKDSlnSMTUeJ7bNQvQ1B6td/TUdMa1LUuXLuW6665j2bJluG7xj/zAAw9U1RHN4KOpzqGpzmFTR3E6qt2nNJJ0TAwJh+43nkeeWV10TNwxmD6pAVsKPnDsTK6+9dmS1zlx/rR+WyYESDiSg/YZzxPPrylqq0taTBiTHBL7onrJKlq03tETWVmTr3zlK8RiMT72sY8Ri5VPU6QZ+iRMwcUfncs3b36a9DZ5Ccc0xvjS+/fGEoowUHz29Dm8vaaDt1Z3dB3j2AaXn3MoSccgCEL2mdHEsQdM4oGFK7td4+xT96ApZdOflkQKOO8T+7PyuwtYuXZrn+KOydUXHEnMlqhBvkwIW9Ph6PdpNGi9o6falE+9juPad999+ctf/jJolgK1V2FtMUxJ2lO8saqNlRvSzJxYz5QxKRKm6JolSQm5AFavT/PK0mbGNiXYc+ZIkjGDcJuZVICgPevx3OKN2JZkv11Hk7BlTYKZhRC4gWLVuk5eW9rM+DEpZk9vIlED1/takc8X9g4dRw8Qo0DrHT2um2fixFE7PnA7em24zj33XA4//HA+8IEP9PpitWBnM1xCgELgBQrLFAhVfYCu7Zhk/UKwb9wQ5PPVZXOXUoIBCIlEEfpByfpghlmo4WVIgQhVSQNhGBI3UAgBtiGqXiKUUhJsrhgdsyShX3rkJoTAMARhmf4MVmxLYAgXpcALnaorSkspiEkPEfr40iHvF2/+CQGODDBCl1Ba5EJrSOwB9jfacEVPZIZr9erVvPe972XXXXdl4sSJRbmmrrrqql53oi/sTIYrRLC+Jcvv71nMinUdTJ9Uz4ffvTtNdTaiF9WGDUPiCsFjr29g4dJmpBAcNns0c6ePxAz8XhWlDIRkdUuWOxYsY11Lll3GpfjAUTMYkbAQm08kpKAjF3DHg0t5eVkzI+tjnHn8LKaNSyE3/zhSFqop/+fxt3no6RXYpsHJR03nwD3HYPbSMSMQghXr09x2/xI2tGSZNbmRM4+fxYikhRpCmTFKYUhBfcpHZhYhcm+CtAkTc/DN8bR39k6olOlitSxHPXsXKtOKmLgnYp8T6RD1+GHhXI4IiOc2Ej58O2rtchg5HuOIM8jXjycbDq81s1yuUFQ1FitfFUHTv+TzOSZNGt3r7/XacH3qU59i0aJFHHzwwSX3uLThqg4hBU8t2lAUyCsEXPr5Q9hr+oiK0xUFpsE1f3+Fjds5VUwZmeScd85GlpmdFGFIHnllHTf947VuH0sBF390LrtPrCMIFGvb8nz5R/8ritP64PGzOPnwqUilcEM47+oF3SouA+w5cyQXfeZArArfyUpK/v3UCm7Zrk+GFFz5+UOYNT6F5w3dUiBNdT6y+S8Qdv/tVGwqbmI+HZnKElfGDQ/n5b+hnr+ne4NhI0+7jDZ7HFJAas1L+H+8vGiP0Tj1XLLTD8ENh08e7q1xXNotPioiS/m0cOFC/vjHP7LHHnv0+mKa8mS9kB/97rmiz5WC7//mGX76zWOwjR2fx3FM7lu0rshoAbzdnGbxmnbmTKiv6OWe8xU3//P1os9DBT++6xWuOesgDOAHt71QMrj4j/ct4fh5k6mLGdz90NIiowXwyhvNLF3Rxh7TGitayst6Ib+5d3HR50Go+NFtz3P1Fw7t1ywcURJzBKLzmSKjBSByb2El90OI+ooGarGgk3B7owUQuKgFvyB+wgUYgYf/t+tLOsYE99xE/AtzcKmr5k8ZkmzNnKENV1RU6w7f6+HUrFmzaG9vr+pimvK0tOfJuaWNSVunS0emsviStKd4+o3msu2Pv76BgMre7Gs2ZfDKzPKa2/N0ZH1yXsCyVeXvh9feasELQx548u2yx9z7yHJEBSnwpRQsX9Ne1sCt3pjp5v041HCsAJErH7gvcq9jWTsevRiGRK15tWy7Wr8UK8ghc52Qbit9kJdHdJS/j3ZGLMvWRitiInOH/+AHP8gFF1zAaaedxqRJkzDN7qc49dRTq+rIcGdHdWkqrVsjhOox+FYK0WP79sf2fC1gB0bQkAKU6PFchiGgoj08VWGfhjI9/QG9GGeKHRi4SoSqVT2dQYpO+RQ9kQUg/+QnP8E0Tf7+978XtQkhtOGqkhF1Dsm4STpbPGMY2RgjtYMsFltImIJDZ4/hz0+8VbJ9/m5jupwqdsTYEXEcyyBfYllxXFOcVMzEFLDb1EZee6u16BgpYNcpjdiG4F3zp3HLXYtKXuekI6dXFFcVhjB1XB2mIfBLlEGfOq6OZNwCNTQdNHKugRmfhciU1knFd8VL73iJNwhCxPjdUJQZEEzcHVfEMB0D6kdCe4mZlRNHJXu/9zCU0bOt6KlpyqdtefDBB4v+++c//8mDDz6os2b0gZgl+PonDywaCBuG4BufOpB4hd4L+XzAvJmjmNRU7Bk1e0I908akKnZBT5iCc04t3su0DMkXT9ubpCUxBXzxzH2IO8VjoM+cuidxSxIEIe84ZAqTx6WKjjl4zjimjKur2FU9bks+//69iz63LcmXP7gv8Qr2AQcreVcRpvYDI1nUpuKzcYNExY5IWZlEHHxmcYOdQM7/FNnQJm0kMd/3FTC2++2EwHzvF8nI4n7szOiUT9FT87ImW2hra+Piiy9m1qxZnHPOOQAceeSRzJ07l8suu4y6umg3c3cWr0IAJQRtaY87H3iD5Ws6mDW5kVOOnk593OxVXI2U4EmDRSvbeGLJBgwpmL/7WGaMSVXuUbiZUEpa0i5/+99brG3JMH18PScePIU6x+hyPZdSkPEU/3lyBc8v2cioxhjvO3oGo+sd5JZ6XJsDgp95dT3/eextbEty6jEzmDm5odfu8KEUNLe7/PW/S1nXnGX2tEZOPGwaddsFPA9FpBTUJwNk/k1kbhlKWqjEHDxG0JHpnVAJw8PJrEO9cA+kW2DyHMTsI2gnxZaEBZZUJL0WwqfuhTVvwKjJyINPIhsbST4cwqOAKtBlTaKnWq/CXhuu8847j+bmZi699NKu7BmvvvoqV155JRMmTODqq6/udSf6ws5kuLYgDVmoNmwKgj68iG3bwNusjaFUn/IBmpZEITANST5XepRkWRI/FBgGBF5Q8ncxTYkXKKQo7OZUGxQsJUjTxPUDbFPil3FsGaqYhkSIPKECpeyqdRICHEMhVIAvLDy/9HkSjsTEI8AinR8cxt+2DUxT4vshbgS/bzZbqIYQjydqfi1NgVwuy+TJY3r9vV4brgMOOIDbb7+9KOXTkiVL+PCHP8xTTz3V6070hZ3RcA0mhBRk3ZCnX1nHW6vb2WPGSPacMZKELQiCrcHFLoJlazt4aXkLYxtjHDBrFHFDDImcgIMV1y24xdt2+cz6fcUyJcl8C96rz+K9vghz6gzsfQ4iE2vCLWPkao1tQcptJXj9OdSqpYiJ0zFmzSXtNJKvbmWpIqLQW9Mdz3OZMGFkr7/Xa+eMWCzG2rVriwzXpk2bijwMNUMbIQWrNmY5//sP43qFUfhdDy2joc7mh189koZEYQkzF8LFv3uGDW1b63L95oE3+Mbpc5gxJqmNV5XUOu2SaUqSbato/tYXUJ1bQxqEE6PpkutRY2bglXCCqSWWJUm1vU3uZ1+H3NZ6cJ6TIPnZqwgbp+J5tZkRDsc0VwNNtZr32jnjtNNO48ILL+Suu+5iyZIlLFmyhLvvvptvfvObnHLKKVV1QjM4yfuKb93wWJfR2kJbh8uVv3waL1QoKbn5vte7GS0oLAF+7y8vMUhWnYYkSqmavkyTQQet37+4m9ECUPkcLVd/naRfJsarhqS8NvK3XtnNaAGQz5D/7RWk3NaaXbvWemuKqVbvXk+RzjvvPJRSfPe736W1tRWAESNG8NGPfpSzzjqrqk5oBifNbTnaylQSXvJ2K+lcgOMIFpapbuz5IcvXd7LbuNSQSnA7WJCyts4RorMDf+WbJdvC1k2o1k0wor6mfSjqU7YD1by2ZJtqWY/IdkCiNn2qtd6aYqrVvNeGyzAMvvKVr/CVr3yFTZs2YVlW5J6EmtojBGR2kIXC8wIMS/a4x9iZ9XaCoOCBIQi2bOjUJr5I+T27fqt8rsf2mrAjd/QauqvXWm9NMVs17x0VLRVecMEFrFixoujzpqamkkZr+fLlnH/++VV1SDM4UArGj0qWNTqpuEUqYeOYkjGN5ctAzJpQ3+XEoekdpmljmrV7iYpUAyJWxoNOGsiRvff26jOpRigXCGxYUDeiZpeutd6aYkyzhgHIp5xyCmeffTaf+cxnuP3220sasaVLl3LHHXfw8Y9/nLPOOkvvd+0ExG3Je4+ZWbLtrPfvRdyWOFLw6RNmlzzm4N1GkywRmKypjFoHxObjDaQ+9JmSbYmTPoCfiH4lJe/UYR1zRsk28+j3k7eLg9j7Cx2AHD01D0D2PI977rmH2267jRdeeAHbtmloaCAMQ9ra2lBKMWfOHE4//XROPPHEyIL4tDt8bQkQPPHiWn53z2tsaMkydXwdn37fXuw6pYEtq9NKCla35vj1/UtYtqaD+oTFKQdP5Yi9xiGrLM2tiSYgtl5mCV97no4//Jxg9QrkqLGkPvAJrLmH0xYOTF2qBpFBLH0O774/oJrXIJrGYR33QdSs/WlTtYux0gHI0RNZADJAe3s7r776Kps2bUIIwahRo5g9e/aA7HVpw1V7DEOSznmFVECGxDFlUUVeKQU+ghBAKRwpqq7aqymQyaQBSCRqm3rJtg3ibjsyDFBSknUaq66W3X99Mkm4rUhCFJJMBH3KZNKFauE6ADkystkMU6aM7fX3qjJcg4nBYLiEgKyn2LgpCwJGjYgTs2TJOkc9n0fghQWHhtb2PCMaYqRiBuZ2pwqlJOsGrGvJUpewqE/YpGxRk/gWIQSuH9Le4dLanmNUU4JUwsIYXonD+41kLMAWeYTXAWYCT8RJ562SXpeDaQZQ5/jYKgsdG8CKoeKNdAbJbkHKlqlIGjlEvhWhFGGskUwQx/Vr450Tx8Vy06jmdYh4AlXXRMaqI9hGS1uGxIM0tG0ABDSMImMk8bYpkGlIQSrmIsM0hC5YDeQ8i6zb+5s8houd6yDcuA6RrEPVjSDr1Ol93jJEVkhS050QwdMvruW6m5/B3ZxFPeYYnP/pA5m7++gKK18VjF/OV1zy0ydY8nZr1+d7zxzJNz59II5RMF6BlNz8r8UseHGry/DohhgXf3Quo1NWn9I6FfdJkM4FfOPKh1i2Tfb3A/YZx4XnHkYFpaE029CY8DFW/A3RsbXmlhMbjTn9g7Tl4kXGy/cHh+EaEcvDy3cTLLpv6wgq3kDdsV+kMzaJvKeImQGJzsWIF38LQWGfyJAWqT3PJDtiDlmvf2+WlMri/f3XdPz37119ko2jSH7pu2RGTMIPISY8nNefwrvzx1u9Ee0YifefR26X/ckrE9MQ1NutyLfvAD+9+eyCxIi5WCMOpb3CitMAqTBD7o8/pXPBP7s+kyPH0PCN75NunKBDQkrg+9XNovW4uQ8IARs2ZfnuTU91GS2AXD7g8p88QXNbvmJXcE8JLrvpyW5GC+ClN5q57tbnCBRYtsE/nni7m9EC2NCW45s3P03a698Hw/VDvn5Fd6MFsPCFtVz/q4Wby2ZoKiHuKIw1/+lmtADIbcBY9gdSTvEmtWEYGMbAjg4c20CseAb1yn+6T/uzbQT/+i4p0QFAQrUhnvtll9ECIPQQL91K3N/YryERlikIn7wP96G/detT2LqRzu+eR8JtRwiIdazD+9P3u7vQuzm8P1xNPL0BIaAu5iLf+v02RgtAIVqewcosxjQre0VaBnj330luG6MFEDavp/XSc0jmow/mHgpUe39rw9UHFILf3126dhLAbfe8hhCVSZzOeixe3lKybeEr68jkQzryIfc8WezRCdCe8Vi2ph2jH9fw2tpd3tzOkG7h4Sfe3mGcl2YrMZlHtLxSujG3EVOliz4Ow5CwwtpptSIpOgmf/1vpRj+PWv0yybiBePP+8idZ+k9iZv/9HbF8O7l//L5km8qmCd58lZip8B+8vew5/AV3EDNBZFdAWNqzTWz8Hwm7Mi9DJ9dO5p4/le5TRxvhimVIqQd621Pt/a0NVx/wA8XKtZ1l21eu6cCr0EGhI9OzW2g27+P7IZkeNqhXbkxXPELcEUJAS1u2bHsYKjLZGmY83dlQLj1WeXY7imYlQoiKK1/XCkEImdIDKgDVshJDhpBeV/4c6fUY9N+9IoIA1Vl+BhOuWo6pAtTGVeVPsmEVRugh8hvKH+OnkVT2/ArfQ2WLBx9bCNa8rQ1XCaq9v3u9x7VmzRquvfZaXnvtNfL5fFGuqeFUTNI2JbOmNvLmitIP0a7TmwrLGhVszDakygc+SgHJuIlhShqSNm3p0qPAGePr8UpUK64GpWBUU3nvKtOUhWrDmopQwgFhgCr9+yi7AbVdooqBNloAoTCgfiy0lzZMYswMvFBgNkxFtJZOH6XqJ+P3YzaK0DCRTWMIN60v2W7sMhtPmFgTZxCsXV7yGDFpFp60sOMTyi94W40EqrKBoLJsZH0jYXtryXZz6kzy2kGjiMgM1wUXXEBbWxtnnHHGsE/1FIYhHzxpd+7/39uE2xlwwxC8/4RdKzJaAAnHYN5eY3nq5eIXxDEHTSZuGziWwelH7MIv/7m46JgxjTEmjU726wZwXcpmnz3G8MKi4hfEicfPJBE3e+05OVzJBQ7JUfsjNhSX/VHJyXgUDxKCQRADlw6TpPY/nfChG4obnTrEmF3JZkNiU49CvP1ICcMsYMY7yXn9Z4Rzdj2x932azC+uLGqTjaMQk2aQ8yB21OkEzz4EartZkzQwDj+VDg9iyXFIIwFBpuhc4Zgjybg2VDDryjn1JN7/STpvvq6ozRg9DsZN0Ql8S1DtPd5rd/g5c+bwl7/8hVmzZlV1wf5mwN3hhWDpijauuukpmlsKS2ujm+J847MHM31iqld985Xgxj+9wCPPrkapgpvusQdP5pOn7om5eZkpEJJ/LVzBXx9dTn6z+/vsyQ185fQ51Nuyn70KIe8prrvpKf739EqgYJBPPG4mnzhjDv20KjlsaEgEmOsfRjQ/0/UyVfWzCCafSFvGKrpXBos7fEPMw3jrccJn/gLe5uXjpikYR32edjkKzwuxDEWdvwrxwq8hu6lwjNOAmvMx0rGp5P3+vVmSKod68t9k7/w15At9MqbtSvJz36YjPoowVNgyIL5uCf7t30e1NwMgGkZhnXk+mdEzcUOJYQgaYhnkqrsgt3mAJm3U6CPIxXcnnau830mVw3/wb6Tv/C1sru1lzdqTunMvoTPepL0KSxBZAPJJJ53Et7/9bQ444IBeX6wWDLjhovAyz7ohnZv3qVIJi7gtq4rdUEKQdQMyOZ9EzCLhSNjuhjdMSacb0pn1cCyDhGNgC1GzjfxQQWfGI5fzSSVtPdPqAzEbYmYOEeRB2uRDh6xbOlFxVAHIlZBwIE4a8p1gWARWkk4/3m2gZBiSpJHFCAr9Do0E6SCOX6MlMlsqYm4HpNvBdghiKbJGopuBMA1BPOhEZjsAQRhPkTFS3Z5NKQUJx8dU2cKM0UyQcW3cKrx0bRni5Dog07G5T3VkjbiebZWhpgHITz/9dLf//+c//5nPfe5zTJ48ucid8cADD+x1J/rCYDBc/Yk0JFkvxPNDLFOSsCVBFbMoKQWegrwfIhDELIFU3evfSAkhkowb4AchMdsg5Rgly6QPltH/cGIwaW4YkoRKY/g5lDRxjTi50KzZs1eXENj5dvDyYNm4dgMd2d5fzLIM6sw0MijMgELp0BEkS+4FDya9hws1nXHttttulZ1MCF599dVed6Iv7EyGKxCCux99izsfXkYuH5CMW5xx7EyOO3AiRi/+SCEFGzo9fnzXKyxdXSgSuNe0EXz+lD1ojBmEgcI0JR35kJ/+9WWeWrQOpWDC6CSfP20vZk6oR2y3LzCYRv/DhcGieUz6xJrfILzvF6jWdSAkYtY85DGfoJ26fl8CG2lnCZ7+F/5jfyssAzpxzENOwpj3bprdyvMnJhxFwt+IevmP0LocANW4C3LvD5I2RpPNd+/3YNF7OKFTPg1xlBDccu9i/l0iTuv0Y2Zw+lHTURUuBXb6iv/78WNFrviJmMmPv3AojlDkFZx//WOsbyl2eb/2/w5ll7HJbstAejQaPYNBcykF9W1LCf54cVGbaBwLZ36H9rD/cvs1xHx46PcET95b1GYceAIc+zHacpX5lI1y2lGPXNk9KBrAcBDzL2Rjvrtz2WDQe7hR7Yyr1zumxx57bFfl421Zt24dhxxySK87oCmQ9UL+81Tp4OI7FywjW2EeQmFI/vLwmyXjxzI5n/++sBrHMXntrdaSRgvgl3e/Ss7vPhrwfRd/B4UHNf3LYNA8QY7wwVtKtqnWdciNy/s1PsnMdxI8/a+SbcHC+zDz5eMmt6UuDmrZA8VGCyDIo5YvoC7evd+DQe/hxpa0Zr2loqHLv/71LxYsWADAqlWruOyyy3Acp9sxq1atGvD0NEOZlo582ZmjHyg6sx6x1I5Hgm4Q8tLyTWXbn1vazCmHTOHZxeUDLxe/1UKgFOY2z3W1Bd801TMYNDeUR7iudHwWgHrrJYyxexOG/RQ/mOmAcisLKkSl2yDRuMPzmGEGWpaVP6BlacEZg61FUAeD3sONmhaSnDdvXrd/l1pdnDVrFjfeeGNVndBAYgcFF50KM9qaQtBU55RtH1UfAyEYO6L8XkFjnVMUlBkEwaCIKxpODAbNlZAQ66F4Y8OYfvWYE1b5exdA2OWrbXdDWiinvmyzcupRontQ9GDQe7hRrd4Vzbiampq46qqrAJg4cSKf+tSniMcHpsjczkoqbjFxdJJVG4rTxuw6pZGEY9BjyqDNGAJOP3I6l/722ZLtpxw6lXzW5Yj9JnLrPxdv72kPwHuPnE7SNrp5Xg2GLA7DjcGgeVYmSRx4MuEjfyhuFBIxff9+jR1UiTrE2GmodcuLLzdmCipRBxWs5nV4MRqmHwcbSzuLienH0eF2f6YGg97DjWo177U7/I7Q7vDVIaWgLRfwtZ88TnPb1tw/40Ym+O7nDyFhiopHtqEQ3Pn4W9z56Ftbzy/gU+/ajfl7jUGGCqTkxTc3cfVvn+0WZ3PwnmM594w5GNst17ibAyptu+cRsab/GCya15s5+PfPUEsXbv3QMDHeewGZUbvhhv0XXGyaBg3+RtxbvoVq22Y5u34kzv+7nHZ7dMVpzZriecTyh2DZf7b5VMDMdxFOnk9Lrruug0Xv4YTnuUyYMLLX3+u1O/wWC6mUIh6PY1kW7e3tGIZBfX09jz/+eK870Rd2FsMFBeOVD2DVxjQr13cydVwd45oSOAa9djkOhSDrhyxa3ophCHaf0kjMEIhtxZKFmLFXl7fQmXHZa8ZI6hNWV5aObcnlCilxYjFdHTYqBpPmKZnHzLehVi1GJOph7AzSIokX9v8sxbYN6sI2VPNq1IYViNGTESMn0CEbSsYY9kSjk8dUOVTz64BAjJyFL2K05ouN02DSe7iQz2eZNGlMr7/Xa3f4P//5z/z5z3/miiuuYMaMGQCsXLmSiy66iMMPP5xPf/rTFZ/rrbfe4rLLLuPZZ5+loaGBj3zkI736PkRkuIQgnw8wDIFjGyVL0htGoSqxoFBIspqg4a2XE0hZyITRl7/NtAwy+cKDnoqZuG5xZnnTlAQhIClUrS2R5UBKgRuEBAps00CqvvWrP5BSEHdCpAjxQ4NcvvpkHomExLEDUIJM1iBf4uVompK4E4KAvCtx3SrLMUhIxUIMPBQmnW7p4p+OBabIoxC4YazkMTHHIG5kAUU+jJHJ1f5HMQyJUqrsQCoVN7C9QtJp16yjs0SfDEMSdwKEUHi+QS5f6p6TpGwXEw8fi07XLpkZxjFDrCCHEgY5ES/5bAI4TmGPOJ8vb/h25A4vpcAJ88jAIzRscsIuuQoSkwGmnyOUBnkjPuDVj4UAM/CQuSzKtPBjiZK/n2UorFwahMCN1fXrEnA5Ikv5dMghh3DLLbcUBSW//vrrfOQjH+Gpp4qTiJYiDEPe9a53sffee3POOefw1ltv8eUvf5lLLrmEk046qeL+1NJwCSFo63C59fYXWfjsahrqHT78gTnsO2csllEYaUopyHmKfz38Jv9+dDkA7z5yF44/bBpOL5b3+hPTlHTmQ+5esIwFC1diGJJ3HDKF4w+ZQszY6rTlK8HCRev4y/1vkM56HDxnPKcfP4ukI7tu7FAIVjRn+OODS1nbkmX6+Do+dMxMRiat7rO3CEnGFY5oRnY+A0EnyhqDSh1A2o2T74U3s2VKGupDCN5EhBtAGCg5CSXG0dxS+NuEgIY6gaFWI4PloAJCYwKhOZ32DtGrl1Iypoj7G1Gv/wPaVkKiCWa9myA1mdZMYbvZkIKGWA6x/nFE+2KQDuGYgwhSs2jbfIyUMCLhwobnYN3CQt7DkXvB+ENpy8cjeeFsj2EIRpidhG/+D956vDCKmHwgcuZRtIVbqxbUJxWmWo/MvgRhFmVPQMXn0JGx8DaPq+ocDzuzFvXK36B9LdSNQ+x1Ml5iHO35gkOFaSjq/FbCJ+4kXP4iIlGHnHcqwaQ96QgqdODYjp4CkOO4mOuWk7vrFsJ1K5GTdiF+6idxmyaSo2DoLKlIZDbi/uv3BK+/iKxrxDrhg6jpe9NJdX3qK6YKMDas5e0f/Yz2hc9hjxnN5P87i/i++5C3CzNLKQXJbAuZe+4g+8j9CMsm+e734Rx+HJ1W7/Kt9pbIApAPPfRQrrrqKo488shun//nP//hO9/5Do888khF51m/fj1XXnkll19+OalUwWvpnHPOYdSoUVxyySUV96dWhksIwcZNOT79f38vGoEff9R0/u/sAzENgRvAFy9/kDXbOVVMGlfH979xFPYARAjkQ/ji1QvYsF2c1rQJ9Vx57qHYEnwF1/72WRa+0j3zeyJmcuM3j6EuJlFC8NBL6/jVdtnohYBvfXguu02sI6yw3lh/EXMgESxCdi7crkUQNr2HtvyosqPu7RnVBMJ7DLarFaVoIDT3ZVNLwWhZ/pMI1brd5Rx850hatvu4HI4tqcsuQT11I0VONrudQn78fDpzkqZEDrn4JticoqirT3XTcSedSkfWZGTShUW3QKZ7JWzsetjn8zR3Rr9HM8pOEz58HXRs16fESOQxX2NjPkkyAY67EJnfrgo0BuGIE2ntjONYisT6Z1BP3Vx0DXHgx8mMmUfOEzR66/F/+zXYLu5K7H44wZH/j3TYew3KzbhsEWI99wCZX3+/6DvJz19CfreDCRDUta4gc825sF1sknnYuxEnfpIM0f4uUgrEktd48fRPoPzuqy0TP/URxn7+bFwrRl2+lY1f+gRha/cwGmvm7jRe/H06zR68SvtIZAHIH/rQh7jgggv42c9+xn//+18eeughrr/+ei688MJeLfONGTOGH/7wh6RSKZRSPPPMMzz99NNFrvcDRRAofnDjEyWXje777zJa2vIYhmTBUyuKjBbAyrUdPPH86n4r7FgplmVwz8NvFhktgOWr23n2tQ3YtsG6TdkiowWFIOVb/rYIJQr7bb/5z+tFxygFP77r5QGpLxS3/cJMq7hXyLYFJGOVVWVOJSUEb7C90QIQtCHpwLYNDNFabLQAVB7pv4FtV/b7Js0M6oXfUdIzdPE/cESOmK0Qax4qMloAomMZlt+CbRvQvqzYaAG47bDmCRKxaO+5eNxCrX6h2GgBZJoJ33yssIRo5EoYLYAA0fkEcUeRII16toQHI6Ceu52ESBOXLsH9vywyWgDq1Uexcq1V/R2e5+J5xeeMeR1kfv/jkt/J/Ob7xLwOYmGW/B9+WGS0APz/3YuVLV/4slZY2U6WfO2SIqMFsOpXv0N2tGNLRebuPxUZLQDvjVcJlrxS0wKYWwYLvaXX9bjOOeccRo8ezR133MFNN90EFGK4Lr74Yk4++eSqOnHMMcewevVqjj76aE444YRefdfzPFzXxbJsPM/FsiyCIOjmRGIYBp7nbXPM1v/1fQ/DMFBKoZRCSoMg8AhxePaFNWWv+9iTb/OeE2Zy3//eKnvMvx9ZzsFzxqBCHyEEYRhgGFZRH7r3WwKq6n7n/AQPP1O+8usDT7zNwXuN4aGnVpY95tHnVnHW+/ZgbWu+bGbvlk6XjqxLnakIAh8hjD7028c0i3UpHGsShoXf0zAkeC2UDQsIOpDkyecFIFAqwDDMkn1pakwigtKFCAEI1+DYIzDCt8seIoNV2NZ0Wluz2/XbxTCsrn4LIRBWBvJlXl4qgPRa7MQkRGv5XJ9i04vExo+Ft0qHOgCw8SXsMQezMeOX0VsSBEEZvYv7Xe7Ybe/ZRiuLWtHDFsHKhdhTD4WwhGHb8rd56zATHmTbwc+VPsjPQa4dgwTq7VfKnitc+gzh7OMJAnbwrHV/R/i+j2VZZDLpbt8J25qhhEEDUOkO6GxDxuJ4bxXXyevq+uLn8fY8EpDd9DbNrX3p73eE1dFB5vU3yvap/ZnnqT/iIDof/k/ZYzL//hty133xQtmDhj0/a4VjS78jpKxukNVrwwVwxhlncMYZZ1R1wVJcf/31bNy4kUsuuYSrrrqKiy66qN/OXS1CFPYbgjKb0LZtIBBYPcyoLEtSvrxqbZCSnvtkSgwpepwpWIYEVdi36PFaQlBJbFl/oRSFKsI90hvBe3poJAqBUrKHMxqVL1OLHTyg0kShNldJLjNrlBZKCZA9PLbCiPyeU0L23CdpohA70KDwAtzh7yslhJvPtX2ByC1nMrc4TfROiEL6IVWUzUHIHfdJCFl4aZS5IYRpEeWzAoX0bz0hYw4goIfsFcJ2ano/lZrhVkJFhuuGG27oCjq+4YYSlVC34Zxzzul1J/bee28A8vk8559/PhdccAG2XVmpb8uyum60LWvTpZyCLMve7pju/9sdGwUcefhUHnx4ecnrHjpvMrZlcOrxM1n0RnPJY957/CzijkUQdJe5XB/6o9+2bfCuw6dx4+0vluzTiUdORwDHzJvMn/69pOQxJxw2lbhjMMaME7MNciWWSyeMTJCKFVznt/SxL/2u+FizETCAEt5h1kh8ZeM43R/YUn3J5Q0S9gREWCadkZxEttPHTu2CEZSewYbmVNyc2bWZ31O/Q1MgU+Ogs8Ssw7AhMRrXi2GP3Bex4cmS11NN+5DNK+xxB8GmMjOzcQeS9RMkEkHZvmyhst+m52MtC7IY1E0/ArW+XLDvfDJGA3HbgnTpmZlypuD6JoadglgD5ErMTp06lF2H7ztYsw9GvfZY6evNmIshbQyjd89aXV395rbu9wv1TYhEXSEd1XbIpjGoRD2B6WDscSDBKyX+PiEwZu+DZcUq7kt/vCNI1dMwby5tTxXP0IVhkNpnL/xEA8l3n0b7zaWXQhMnvp+sEcOSqo/vq9LviGpzFVY0T3vyySe71iKffPLJsv9V6lEIsHHjRu6///5un82cORPP8+jsrCyRZi2RAj7/qQMZWSI10mc+PpdU0iYIQvbbfQxzZo8uOmbunmPYY+bIyF1hXTdg/tyJ7Dq1sajtwL3GMmtKA74fMqLO4bRjZxQdM3ZkgjNO2JUwUDgSzj99DtsvcTuW5KsfmIMzAI4n6ZxJ2Hh0cYOwCBuOJpOrrFOZbIAypoIo9iBTcjxBGCMIFF6QRBmTio8RdQRyCl6FyY873Bhiv08UjFT3jsO+HycTxMl7inDMoWA3Fl9v1IHkSeH7ISoxAZp2L75IcgKMmlNyX7aWuG4AI2fCmOI+qabpMH4OuZxHLm8SJvcvPoGMEyYOIJeHdJhAHHIWbD/LEQbi4M+QDpPkQgN55Ecg2Vh8qsM/SN6sK/q8EsqlfMradSQ/f3Fxn0yLxOcuJmvVkcPC+cDnEamGou877/8sOau6PvUFz44z87uXYNYXX3vG5RcRJOvxA0XsqHdh7VJc0T4+/zjExF1q6hldbcqnXnsVrlixgsmTJ1d1sW15/vnnOfPMM1mwYAFjxxbcIe+66y6uvvrqXgUx19IdXkpBNhfw6BMreOTxt2kaEef0U/dgzKg4xjZvcy+EN95q5e4HlyIEnHzsTKZPbsAaoNL2UkLOh0XLNnHf429jSMF7jtiF6ZPqsbYxQgGwtjnLXQ8upSPjcdQBk5i7+2hiptga5yEFHfmAe59awcoNaXaf0sjR+04oZPIYoFLkMQcSdg6ReQXhtxHa41GxWXRkrF5V25VSMKIBBM2IcC1KGWBMJlBJWlq3nqcuJbCMTqT/JoKAwJhCwAjaO3oXO+Y4gpTshJWPw6Y3ITUGMfVIsrKBdG5reEV9zEV2volsfQllxFCjDsI1RtC5jVFuSrqI7DpY80RhyWzsXEhNpSVrl81RW2tG2mloXYF68xEgREw9DJp2odndOjhIxBUxM4vIvYoIsyh7MqE1mfa00TXIi9uKhGqHpQtQrSsRDRNg5lFkRT0Zt/BQSSmopxOWLkS98RQkGhH7vwc3MYpMWNlqzfbk8wWnmO0TiEPBszCe3UT+v3cTrliKnL4bzvx3k4k14m3OHGIYkpTXRvDCowQvP4loHI115Cm49WPIUl2f+oqUAqd9Exvv+TetjzyOM3E84z/+QcTY8bibB1FCQNLrxH/1BbL33Y2wbRInfQAxaTppo7bB2K7rMnFijTJnbMtee+3FxIkTmT9/PvPnz+eggw4iFut9jEIQBHzgAx+gsbGRb3zjG6xatYoLL7yQs846i49//OMVnyeKAGTDkAShwughKNgwBNKUCCU2j9wGPp2HZUnCzQvUQqmS8T1CFKouh6qQ57BcDJBSASECxzIHJE6oFLYtMYTCDwReH/rkOCaOowBJZ2dQMtBVCEEiYSIE5HIhvl/9rCYeMzClT6BMMtnS57GswjGhAteTJUe9pilJxAr7jNm8KJsKybKMLkeLcvelaUqklIRhWPb3lVJgmgVHj56ulTQDUIpMaJbMdCEExGMmUio8T5EvE8ydiEkMfAJMMrnSx5iGxBQ+CokbVB+EDpDPF5xCHKf8+8w2BTL0CaWJ65fX0lQ+Shi4gSrZJyEEllVwVvC8oObvMNOUSN9FGRZemXvAMCSm8kBIPCX7vUBoKVw3z8SJo3r9vV4brkwmw1NPPcXjjz/OY489xttvv83+++/fZchmzpxZ8bnWrVvHd77zHR5//HHi8Tgf+chHOPvss3uVeHEwpHzyFazblOW+xwseaO84ZApjmuLdyoIMdXK5gnt9LLbzJFcWApJ1NkIGeCoLQmCTwHMV2cxWB4lkQuBYeUTwNgKf0JiMHyZpL97y6Jc+1SdDjHATIvcGiBgqPpucHyOT23pDpWIBNp2I9pcg9FENe+HJEXRkt87KHAcSMR/pLocwjbImEMpRtHdufSmZBqSCDtQbz6BWvIoYNx2x2yGkzXq22CYhBPWpEEO1Ivy3C32yp5PNW2TLOACWI2arwmy581XwO1GJGQTWWDqyViQvyp6I6h5PeGnClW/Ree/fwbKof88pqLETyJrDL9VUPp9j0qTirZYd0ecKyMuWLeMnP/kJ995bqFj66qvl3XlrwUAbLl8JbrjtBR59bnW3z48+cBJnv3+vncZ4bfH+KbXJOlSpb7DJqhaC7WK5HJFCeDEyGZ9UUuCIN5B+9/gjJUfimwfQ2t6/N19jXYjR+k+E193hJ6w7kJyxG5mcIBULcFofRbQ+371PyWn4Y0+kLWPg2JC0NyAz/+t+AZkgSB5Ha7ssGKTsGvybvwH5zNZjTAvzY5fT2TgNP4TGejAzD0LY3r1PsblkwinkKjRejq1Ihm8iN27nfm02EIw7nZbOqpyc+40o7vGk10nz5d8i80T336X+pPdSd/a5ZK3iPdedmcgCkFetWsXdd9/NpZdeysknn8zJJ5/M66+/zhlnnME111zT6w4MZQxD8Oqbm4qMFsBDT6/kjRVtNQ3eixLP86oOFhyMWJbEF7kiowWQV52YtkBKsM1skdECEGEzhurfAHPbEhjZRUVGC0B2PI1j5hBCYKuWIqMFINLLMbLLNi8hhshMCa+7MIPMPkMsJkioDMGfvtfdaAH4Hv5tV5AI0ziOwHAXFRktAJl7loRT+T2RsL1iowXgtyFb/0dsgJOy1/oeNwxJ/ukniowWQPvdd6LeWjbsSqtEFoB87LHHIqXkiCOO4LzzzuOAAw6goaHYk2Y44IXwl/vLB/j95YE32O2TB0TYo9qxM820AJyYQS4sn83AJU08nkT65VcQpL+MeGw8Hf3kBBuzA0RL+cBamVtCPD4XsWH7dFfbHLPpaeITZiLCjZSLGxL+apxYAG2d+M1lgtUz7chMK7G6BCJdKtvFZryVmObMHe75GYZEZMsH64vOxcQaDyWXH7gqxLW+x+1cJxv/+Nuy7W23/476i64kz/CpJN9TCEZP9Npwfe9732PhwoU8/fTTfOMb32DfffflgAMOYO7cucyZM6fi+KudgTBUZPPlUwxlcz6BUjvFbbh1GWUnKW8uBIqeHDoUQihEuWBgAPx+jc0UAgh7GIGGOaQAERanhNp6jIeQClRPI1kFhBDuwMHEdwt9KhUzt6XPKk8lk4TC39ZTsGnYN8+KfqDm97gKCbOZss1hZ2chA/YOg+x3HiKbcW1ZHgRobm5m4cKFLFiwgBtuuAEhBC+88EJVHRmKOKZk/tyJLF1ReuR+5P6TsA1ZcdLXwczONuPy3QDTiRWcMkpgEieXC7ETkzCC0qm/QmMcriehRwNYOa4vMWNTELnlJdtVbCZ5V2HX74FMlzmmbldynkEy1sOGt1FPEJjIWAqcRPFSIRRilupH4noCwxyL8NeVvp45Cb+Mx9+2BEEI8SnlD3DG4ocDu8dV63vcj6VIHnksrb+7pWR76oR3E1gODBKv3SiodpBQ1QJ9Z2cnCxYs4Fe/+hU///nP+fvf/87s2bP55Cc/WVUnhipBEHL8wVMYUV+8OD+yMcaRB0zcKYwWlE9AOlTJ5QJiso5S+WwkJiIsuP0HjABRKju2iTJ3JZfvv983lwdVd1DJEbeyRuOLRjwvIEzsAlZj8QmMGGHT/riuwvNtlFXaUISxA8nkBBkjhXHCp0oeI484g6xMks0JVHwupV4VyhiNr5IVBagqBS5JVHyXEq2CcOQxZPIDO9Oo9T3uhVD//jORDY1Fbeb4CcQPOXzQhJpERbUzrl57Fb7vfe9j8eLFjBo1isMOO4zDDjuMQw89lMbGxqo60FcG2qtQSkHGC7ntn4t54KmVCOC4g6fwgRN2JWGJAXfx7S92VGRvKGKagmSdRS7swFM5BAJbJLBEko62PEoVXMEb60EGy5D+ciBAGRMIrd1o7zTwy8TyVN8nqI/nER1PIXJvg7QIE3sRxnejrVOiVOGea4i7yJaFiNYXQIWoht1QIw+jLRvryq/ZUAdmuBKRXwRhDmWMQsXnks7FuuqWJYSLvXEZwf2/Qa1/G9E0Hnn0h/An7dlVGsSyBHWJPCL7PMJfC8ImdGYTmrvQWuyz0SMNqRAjsxjZ9kyhHldsIqrpCDrdFO4A+/5EcY9LKUh0bKTllpvovO/fCNOg/sT3Uv/Bj5JJjNhp3heVElkhyV//+tfMnz+/q/rxQDPQhmsLQkrym0dLMUuUrCQ8lMluXpuPx3euWBMhwImZWJZEAW4uKBk0a9tbKyC7riTbw/KYEH0rICpEITuIKT1CpXD9WMnUUrYtiJkeAknel+RKTBZMUxKPBUgh8APIZIv7JqUgrnIYIiRUkJXJopUCISAWE9gmKBWSzRtl011t2fMqJ4FlSuK2V6iAHBhk86UDrCulr3pvIcp73BYBVi6NAvx4CjcsvfhV0DK6grQ7+u36m1wuy+TJY3r9vT7HcQ00g8Vw7ey4bsEhwLYH2Ge5n4nbITEjj8huKMxunCbSrsO2iSHiMUEioRAqDYQgUuRdSUfn1hvPMAQpI4f0WhH5dlRiNK5MknarH733pHkiBnHbRbgthZRPzkhyvk3nNttVhhSkHBcjaAc/A04T+TBGepslOSEgZXmYQQci2wyxRnyznk4/1m30X2/kMN00asMKRCwJjWNJm/Vs65tkW5B0PITfCiiUOYKMa5J3a+PinXBCHJlH5DeCGScw6ul0bapMfzeo7nFDKOL5dtT6NYSZNOakqXjxenKiNvtwVuAhO9rJLH0TadvEpk0hSNXh19hRxPNcJkzofcqngd0N1QwZhvj4piQpJ8De8Ahi1cNscR03pE3d7A/TaU3G9QTJhCDutCK8l9jWu84xdsFsmEpLm8IwBA2iBfHk9bC5iKEAnNF7YO31MVpz1b1symmeSkDMfRPeunebEigCZ+wRmPX70NohMKSgwW5DLvkd+Fv99WONu2FOeDdtmUL6qgYnh3z2JkTbVld1KzmWhgPPoc1LEYaKEUaG8IHf4T7/wNZOxFIkP/gNxMiZ5HyIOYpE+CZy1QOF+mIASFIjj8SI7dot60d/0JAIMNfeh9i0tQqCNOI0zPgw7YzsVc7KLQyWe9wUIc5br7HxsvNRmc2/nRAk3/0+kh/8DGnZv5k9bDfLultvZ+k1P0VttvoyHmPOT68mfshB+D2VrOkj1Wo+QGlgNUONLYUIdxYMQ2Jn30SsWkC3eKfQRbz6G5LG5mWjWIDwn2d7l3ARvokh2zBNScrMIp76QZfR6jpmwyKMN+4hZlWnWznNYzINK/++Xd0uhVi3ANNbj2lK6mJ55JLfdDNaAKL1NcyNT2BbkDB95Eu/7Wa0AEivQz7zU5JmjpgjUS8/TLCt0QLIdeLeegkJrxUhIGGmkRv+s43RAggRzQ8RE639GlhrWRKj9bluRguAIIt847fUOT2EC/TAYLnH49lWNn7r/7YaLQClSN/zZ/ynHt5hnbzeIKUg++LLvPHdG7qMFkCYzfH8//siYuOGfrtWKbTh0tQUKQ3kjgrqDSHipotY8UCZ1hCx4TlSKQeC8hWQRbCMuqTCyG6EfJnEhaseJyZKu9zviFKaJxIGNJcPQGb9/0jGQmR+PQSlrys2Pk3CdLFFFrHxtdLn6ViNGWaIu234/7ur9DG+R7jkWZIJE9FWvk+i7Slidv8ZhISZR64rU0EidBGZFVW93AfDPW6akvyTj0AZb7uO224mluu/JJlmLsPSa24s3agUq377J6wa5q2rVu+KC0lWSjWFJDWDnyDY8iDtHPFcUoSQbynbLrLrMGSIoAejozKFYN/spvLHhD6ip6DiHiiluSlDcMv3G68dKVWPfxuhhyAAv+eZifDSIOqhs/y51MaVSAnCK5+FRHhtGDKAfgrFFwRljTIAuWZEald6CpwuxWC4x6UU+CvKFDcFgg1rEf0UNwiA55FdWTpOESC95E2E79Nfv932bNW8d1RkuJ58snRF1u0Zbnm2hhOmuXMYrC0EoYGZHI9oX16yXdXPwPMFlt2AYH3pY0Q9QSAxUuPKX8iME8rqtCuluedLrMRERLpM+qT4WPxQYsV76lOSEBNpxgsxY6r0C145DeAJxKhJqI0rSx4jp+xOzgMrNg6RL/0CVM64zcHF/TPrCjEKxTbd1tIHJCeVLE2zIwbDPR4ECnuv/Ujf+9eS7dYuswj7cc9JOTEa9tmDDfc9XLK98ZADCE2rZkHRW6rX9/p7lRx06623VnVyzc7DzpbyKeubOFPfBS/9tLjRiKFG7E4m45KITYDgTaBE6idzVzpaFUmrEat+EqK9+OWuZr6LbJigmpd2Kc2zuYDkiH1g41Pb7XEBCBhzOOmMIuWMwI6NgtzG4j6NP4qM52AIg8TkwxBvF7+01Ji9cYnjmg6p4z6Cd9t3izuYGoGYPJtszidWty9G+4sljKBANR5IrrP/lgoznoM54Vjk8r8UN9oNBM5owkz/6B01QRCS2GNfZMMIwrbimW79J88lZyWhn+K9fMtmxtf/jw33P1LkA28kE4x777u7wnxqQWQByFAoXbJkyZKuUY1SCtd1WbRoEZdeemlVHakW7Q4fDTtjAHLMCkm4yxHL7gJ3875BcgJq1hm0eQ0EocKxBXUpF+G/BGrL3kIMZe5Bzq2nM60QAhqdHOKVPyLWvwwoMBzUjBPwJhxGR5WJY8tp7jiSOrMFVt4N+c2Z5K16mPgusmIc6ezmwOlEHvn23YiOzUlypUM4/kjcur27qinXxzzMN/9dMF6hD0LChHkEu57a5Q1ZL7PIN57Gv++3kC1oICbPxnrvebTbo/H9EMsU1NmtyA3/Am/zC9dsIBz9Djr9kf0eXJx0AmKZxYjV90NQqKuiUtMIp5xMWy5eVSDvYLnHDUOQaFtH67UX476+CADZMIKGs78Mcw4mJ/vXXd8MPPLPv8CiL3+b3OpCaq/U7rPY6yffhSlTqWVIamQByDfccAM33HADo0aNorm5mbFjx7Jx40aCIOD444/n+uuv73Un+oI2XNGQyaQBSCR2rnpBpiFJWjlkmCtUfiVGxute1NA0JXWpcPM+jSJUJum07Fa5VwiIm0HB4SFwUUacjIr36YXdk+amKalLeBhhvtAnGaMz5+C6W2dhQhTi1BzpgvJQwiHjO7he9wfGsRRxkUUEOZThkFdxsl53v624LYh7bZBNg2kROgnaVarbkpxhCBKOjylcQBEoh3TeqlnaM8sSBUcNlQdh4oYOGdeo2lNtMN3jUgocL4OR7QDfh0SKXLyePhTe7hHDEJjtbQTt7QjDQNTX4ydSNc/kkc1mmDJlbK+/1+vF0ttvv51LL72UM844g2OOOYbf/OY3NDQ08KUvfYkpU3pIoqkZ0vRHAlLDkCQSYJiFh8HzJNlMOKBpbhSgTBsMAxAoz0Btl4HC90NaWqH7BnX3l7FSEHMk0t98UkMRkyau11N2+dKYpiQhszQaHkoa+PhkfKvbC9n3Q1raDWDbLA/dr6UUZPKSDDFgSzn6Yq0VAiUlQlggDMKg2NnYCwSWYSFjDhgWrrBR2+0jBYGiI2MA28YZ1XKZSdHm2XR3pqj+XhpMiaTDUJE14pDaRssaGS0o/HZBsh6S9dt0ovbPZWRlTVpaWpg/fz4Au+++O8899xwnn3wyX/rSlzj33HM5//zzq+qIZnDj+31bRrEdSSrpgnwTKCztOEYK255Oe5sgGIAUWY4jSMbaMdznC5klAEM24TTMpa3DrHimYBgwwskSvvxX1NrnCpksrAT2zHcxcuKBNKcrfyHGzIBE9g3Ey3+EXGHJzRg5G3uvD9Pm1/W7ka+P+5jrn0CsfqRQdkSYJMcdSGz8MbRlC6+HuOkT2/Qa6slbIVPokz1hb5xD/h9tYf/3aaDo6z2u6T2+3/uBHVQRxzV27FhWrFgBwIwZM1i0qLAGm0ql2LSpB7dgzZDGMAwMozqXWCEglQxBvsoWo1WgEyFfob4++nBCIQTJWA4j/xiorXmSRLgJI/8w9anKZwojnDzhM79ArHmmYLQAvAzq1b8gVi+kPlnZ+FBKQcJbh1h4Y5fRAhDNi5FPXEu9Vb6WUzXEbIW5ZgFi5QNba2UpH7HmcYy37ibhBBiGINbxFuqh67uMFgCrX0L96wrqjP7t00DSl3tcUx3V6t3rGdfpp5/Ol7/8Za688kqOO+44PvGJTzBmzBgee+wxdtttt6o6oRn8VONevIVYzABRrvptAGITljWibNLWWhCPgfTKVBtWLjJcj2mOq6zMRK4V0bq89KmW/BN73D7AjvdN4qaLeOXPpRvz7cjWpRipOf22ZxSTecTa0oG8ovlFnCnvQAoT9fTvS58g3YzctBzZsMdOMesKwxCl1E5VvmegMQwTKcsPTKt9r/TacH32s59l3LhxxGIx5syZwze+8Q1uu+02GhsbufLKK6vqhGbw05cYPdNUIMrXtxeyHcNoKpcsoCaYpkJ4rWXbpVqPYYxnRysZsZgJZWKcAPDSmwN9d2y4TBFAWw+ZOppfw2jYt98MlwiyZWO4AITXgSHqoaX836fWvYbRtBfhjqopDwHCMKCtrbmiis6ayonHU9TXN5V8h1T7Xqkqku3UU08FCvtd73jHOzj99NOrurhm6NAXwxWGgsIGehnLpBz6MKGrChUCMg5h6fQ5IamK+uT7PiR6cOcVBhh22T+92zWVgFhj2UwcKjGmf2c2Rs97b8qMowKBiNVBmTRDom7MoMjv11eUUqTT7RiGQWPjKITQ2fD6SiFMKk/n5swrDQ3FWeAjM1xhGHL99ddzxx13dO1pjRkzhg9/+MOcddZZVXVCM/gJqq0VAeRyIbYzESFfL9mu1NiSNbBqSSYnsZO7It1nSvfJnILXueM++T6QHAt2CtwSs8oJ+xNYie5be2XIBnGsGe9EvPyH4kYhUeP2w+9HnVwVw6mfVjp7SHw0vkiQwya113tQC28rPkYaqAlzdoqqvWEY4HkujY0jse3Yjr+gqYgtJWI6O1uoqxtRtGxY7Xul18OKq666ijvvvJOvfOUr/O1vf+POO+/knHPO4dZbb+1VTkPN0MI0rarTswSBwnMToMZv1yJQ4QyymejXZoIgxA1HEZrbl5KXBPY80tnKN40zqg4x7/8Kxmsb1IjpiN1OpaWjssfMD0L8UfugJh2yXZcs1P6fIx2mSn+xSjKugZp5BiS2i6NxRhDu9gnSro3nK4Jph8MuB3c/xnQQx32VNP3bp4EiDEOEKOzJaPqXLcYrCIrX3U2zOr17HYA8b948brjhBubNm9ft88cee4zzzz+fxx57rKqOVIsOQI6G/gjOjMclsRgg0oBEqQSZTIibH7gfMBEXxJwAwlbARIk60lmJ6/auT4mYQUJ0QHp9wSOwbiI4DWzK9X4ZNGH5OGRQbW8jzBiqbiLpIIbn97+BF0JQ57iYQTtkN6JiIwjNRjpcp9uyZNL0sINO1KblCCeFqp9AWiW7Fdwcyniey4YNq2lqGkss1r/1roY7nufS3LyGkSPHF8XKRRaAHIvFSsY51NfX6yS7OzH9EZyZzYZksyBlIWi21hv6QgjiMYVphIShIJs3ihwbMllFJiuRciRKbakPVGy0TEviOIXii64b4ua7jx4zuYC8kSLRkESOmInnhmSzYVWDqoxnkqGeMLY7SimMfOnH1DbACTKAwjUS5IPeP39KKdpzFjASaY9CBWpzCsTuHU/7FmlGIEc2FXTyd77RohDDO1G4QMHm50NFFBZQbcxcr5cKL7jgAi688EIeeughWltb6ezsZOHChXzrW9/i4x//OKtXr+76T7Pz4Hluv7kJh6Gqufu0Y8OIVJq4+wh2+9+JZe+jwVlLXZkJYxiWLiIoBNQ3xDDi0CnStKtOlONT3xhDblPzqa5O0lDfRsx6Edt4gkR8MSMaAxy7+hdhLpcjny8uPSKEoEGmiT1zF+rm81G/+BLOo7+jkY4+FRksaFDJMTuf0QK2Gbj0H5lMmn/+8x8VHbtmzWoOP/wA1qzZ8bvz2WcXcvjhB/S1e10I3ye3ah3try6lffEy3PUbEZv3n1paNvHgg/d3HXv44Qfw7LM91ITrBdUm2e31jGtLZozPfe5zXaOTLT/2q6++yg9+8AOUUgghePXVV6vqlGbwMZjS4ewIw5Ak7WZk63+2fujnkR0PYcf3Ih7bk2wFzhIAqTqHjqATf5t8O7kwTz50aayrp701RyIhsc23kGJV1zGCZgzRTDK1H35bvCoX9nKa15Mm/O23UBu3Xi988h+ELz9C3We+Tyt1vb6WpjYzrttu+z3PPruQd73rxH49b38ifJ/215aitkmEmFu9Hq+lndTMqfz0pz9GKcUxxxzX79eOLOXTAw+Uqxqr2ZkZDCUfKiUZ95EdpfdaRfZlYiNmk83t+NY3DEEgwm5GawsKRS7MYTsGMSfoZrS6nYPFJBL70lFF0dpSmhuGhGUvdjNaXaTbCBf+E/ugDxCxk+ZOQS1mXIN9dipQ5NY3dzNaWwiyOfx0pqZ/Q2QzrokTJwKwZMkSli9fzmGHHUZzczOTJk0a1uvDOztDwWBtwRA+hD0EPPubkHLsDpcrTdPA3T7j7jbkQ5c6JwX0UG2YDKYRAL1/NkppbuGjXnyo7HfUK//DPuBE3G7JdzWVUG7GtWbNak4//WQuvvhybrzxR+RyWd75zhM555wvYpomCxY8xC9+cSNr1qxm+vQZfP7z57Hffvtz7713c8stvwAKy2uPPrqQDRvW86MfXcvChU+Tz+fYZZfpfPGLX2XOnH371Pd169Zy3XVXs3DhU4wY0cS7330SH//4pzAMg3vvvZt7772b/fbbn7/+9U8EQcB73nMy55zzJQhD3JZ27nzwX/z1gX+SyWc5/qD5LF+9kmMPOpyND7R3LXU+99wz/PnPdwPw4ovP88MfXsPKlSvYY4+9uOiiSxk3bnuv4R0T2R5XW1sbn/jEJzjllFM477zzaG5u5oorruDEE09k1arSo07N0CcIgj7FckXLDoyEMCtymlCoHs8khNic/HxHG9nVDehKai4kWD3UY7JslA6erQm33PJzLr30Kq688loWLHiQX/3qJpYseZ0rrriEj33sU/zmN7fxjne8m/PPP5eVK1dw7LHHc+aZH2Gvvebwt7/9C4DLLvsWQRBy0023cPPNv2f06DF8//slinT2AqUU3/zmBYwY0cQtt/yeCy/8Nvfd9y9uvfWWrmNefvlF3n57OT/96a/40pcu4I47bmPhwkJl+4ee+h+/u/evnPW+D3PdVy5mXfNGXnrjNQA+cOJ7OeaY4znmmOP5xS9+23W+v//9Tr74xa/yi1/8lo6Odn760+rKWUUWx3X55ZcTj8d54okncJzCA3TllVcybtw4Lr/88qo6oRn8CCGGzIzaCywwR5VpNQhlQ0XLH54b4PRQtC8mHXJ5H6VSlDNOSjXietUZklKau6FAziu/XyLnvYe8oWdbteDznz+XffbZl7lzD+DTn/4sd999F7fddisnnXQq73jHO5k0aTKnn34mBx98KHfe+WccJ0Y8Hsc0TUaOHIVSivnzj+JLX/oqU6dOY5ddpnPaaR/gzTeX9alfzzzzNGvXruGCC77JlCnTmDv3AL7whS/ypz/9seuYMAy72k844d3MnDmLV19dBIbBPY8+yKlHncD8ufOYOn4SX/7YWdibZ0KNUybiOA6O4zBixIiu8338459i7twDmDFjJu95zym88caSqvoeWeaMRx55hFtvvZX6+q11W5qamvjGN77BmWeeWVUnNEOBoWG0ADI5gV03H9l6D9sX1wrrjyCdq8zVVykIfUVM2uTC7ucxMbCwyHl50hlBXXIPpNg+aa9FyG5kqigjX6BY8zBU+KOmIPc+gvClh7sfPXk31K4H7RSZLAYje++9b9f/3223PWhtbeGll15kw4b1/P3vf+1q8zyPefMOKfq+EIL3vvf93H//v3n55Rd5663lLF78Wp8SWAO89dabtLe3ccIJR3Z9FoYh+XyetrZWAEaMaCKZ3Bosnkgku0qKLHv7TT7wzpO62uoSSSaNGY+ZSiCd0g5CEydO6vr/qVQK163W4zjCXIWlXHQ3bdpUdRS0ZvCjekjGOtgIQ0Vbp0N94ylIbwXCW42SDajYTNI5u1fJfDOdHomkTcxyyIUuCoUjbUQo6WwvPAeuq0jLBhLxgxBiDZIsIU2E4UjaO0Cp6l5M5TTvDGOkjvsU5oHvJlz4Lwg8xH7Ho0ZPoz3UwbN9o/wgY9v325YYxFgsxoc//HHe+c73dDt2y2rUtoRhyJe+9AU6Ojo49tjjOeywI/A8j29+86t96nEQBEyZMo3vfvf7RW1bjFWpvaQtqw6GYeCMHUVq5lTyzS0IKZGOjTWiHiVLD/K2T91UrQNHte+VXluaE088kSuuuILLLrsMIQSZTIYnnniCb3/727z73e+uqhOagUMIsCwDQSHlULmCjpWkwjFNiTQkKBV57sHtCUJFS7vEcWZgOTMIAkG2vbTFklJgWRKlwPOCov2vTNpDykImeCEE+UzQVXRwC7lcSC4nsO3JCFFIc9XXmU9PmneqGKJhOvYJ5wAKL+hbbFwsZmHKkEBJstkI0/T3gGUZSEJCJF5kKTrKzwCWLFnMfvvtD8Brr73KqFGjmTZtOmvWrGLSpMldx91444+YPHkqJ510arelsOXLl/H8889y9933dS27/fWvdwB98z6cPHkq69atpbFxBKlUwVA9/fQT3HvvP7jookt3+P1ddpnO4iWvc/gRR5NIJUlnOlm5elVhP5XCTLFWnoXVptjq9bcuuOACrrvuOk477TQ8z+OUU07BMAxOP/10Lrjggqo6oRkYEjFFzMwgMosQKkfozCSIj6U9bRTdqFvcVkvFFhmGwE44tLgBra5PzJCMrYsRuj5evroKp33FMAT1dQIp1yNpISROPD6BdEaQ35xiSgiorzeQRgYhN4IyUGoMrmuR3ibBbsr2sPxNyGWPQZDHGTePIDmJ9rxdZOT602D3pDkUXnb5Pr7QHVuQMjph3bPQvgKSY0mOn0da1ZEtXliJBEsqEvk2/CceJFy+GHPKbBIHHk3GacQLa7dkvSN3+B/96Pt8/esX0dHRwS9/+TPe974PMHfugXzhC59mt9325NBDD+d//3uY22//Az/60U8BiMXibNy4kTVrVpNK1SGl5IEH/s3hhx/Jq6++ws033wTQh6U2mDfvYMaNG8dll32Ls8/+Ap2dHXzve1dywAHzKirU+L73ncG1117FzJmzmDp1F375y5+RzWa6jG4sFmPZsqVs2LCe0aPHVN3PUkTmDm/bNl//+tf54he/yIoVKwiCgMmTJ5NMVp/DThM9iZgi7r+CaH226zOZfRNpNtA44qSixLDlXp5CCKyEwwubMnjbjPhXpV1mN8aJWQZ+xAntpBQ01IcY4hmgYDglgHibZHJvwjCF5ykaGkyEsRghNlfxFSDEBmxnLDCedGdAyvaxV/wTsXprwUWx/gWMusk07P1pWrO1C8yuddC3ZUnqwnWohTdAsPnFueEl1FsPkdj3LEJ7Kvle5mzsK4YUJJrfJHPd+eBv7tMLj+H+8/fEv/g9wjEzy64K9JUdBSAfe+zxfPWrX0SpkFNPfT8f+cgnkFLyrW9dxs03/5wbb/wREydO4tvfvoJ9950LwJFHHs3f/vYXPvKR0/nzn+/mK1/5Or/+9S+56aafMHnyVM4773wuv/zbLFmymJEjyzkU9YxhGHz3u9fxwx9ew1lnfZx4PMHRRx/HOeecV9H3jzvuBFauXME111yF67qcfPJ7GTdufNfS6AknvIcLL/wKn/jEB/nHP+7fwdl6R7Xu8L1Ksrtx40ZGjBjRZcUXLVrEE088QVNTE+94xztIJKL3ZtJJdqtjRCqLsfGOkm0quTcdxtxuiWbLJdm14xbLMh5tJWYaApg7Kkmuo8I0Ff1EKimJOy8D7SVaJV54EOm0oK6uGWTpIokq3JO2VkmDWot89kelj5l5Ch0jDsGrUd6+/khs3BNN8RziuZ9AdmNxo5mAeefTnI12z6wu7CR/zf+hWov7JBqacC74CR2y/zPS95Rkd0sc1x13/J3x4yf0+7UHmueee4YJEyYyduw4oFBj7sQTj+PKK69l7ty+p5WqRZLdivx00+k0n/3sZ5k/fz7Lly8H4K9//Svvf//7ufXWW7nppps46aSTWLt2ba87oIkeyzKQuTfKtovMa8Tt7obIsuySMwBpGiWNFhS2udN+iJTReiRaVkhpowUQIkWGWEyAXFf2HEKsJx4zkaseLX/MqkeJydqtp5XTvL+QQba00QLwMwi3nIa1Q2Y6ShotANW2CZmpXZ+Ga5LdRx75Lxdd9DVef/01Vq5cwY9/fB2JRJI999y75teuacqnH//4x6xatYrf/e53TJ8+nUwmwxVXXMGcOXO49dZbsSyLb3/721x77bVce+21VXVEEx1CAGEPa+qqeF+qXMqnHc12A6XoQ57Z6hA7mgEFm8uz9+Q8ERayZfekU+DSkxdaX6l5mq0deHSpEvdBzQl3cM0SNZ36i1qkfKqGlpZNfOADp/R4zH33PdJv1/v0pz/L979/NV/60hfI5/Pstdccvv/9H5f0jOxvarrH9Z///Icrr7yS/fcveNQ8+uijpNNpPvrRj3Y9VKeddhpnn312VZ3QRIvnhajEDER6+7ijAio2Ddfffo+rzMtTKeKmJFvGg67OMsjnovVSCwKJacYoV3ZYkcJ1wbSaQGwofYwaRc5V2GMPRGx4qfQxo/fBVbV7uGudZkuZSTDj4GeLG4UJsRGQqWkXivuUbAAnDvkSfbJjqFRjza5dbsY1fvwEHn20f7KhV0J9fQO33FKiCnaNSCSSfOtbl0V2vW2pacqnDRs2MGXKlK5/P/bYYxiGweGHH9712ahRo8hmS9xsmkGHUgqfepRdIreYMFF188httwIWBH7JCqZ+zmNmfelS5+PiVsnknbUmnRaEzC7ZFqrJ5HOSXC5AqQmUStekVJIgiOP7IUHdFFSqxL6GmUBNOZp8DW1yOc37i0yQgF3fW7px+gnkguhL2OesOpz3f7Zkm3PaWeSsWldcHvgZl2EYTJo0ucf/dhaqvb8rmnGNHTuWFStWMGHCBJRSLFiwgH322YeGhoauY5577jnGj+99kkXNwNCeljQ2HIfML0WmXwLlopwpqNQBtGfsoiUTIUq71QZBiOn67DcqyfKOPB1ugG0IJqdsUlKSS0fvUx0EIZ3pBMnkAUiWIugAHAJ2wfPryWQLs8P2NkV9w14IsRpECyBR4VhUOJKO9oLBbc87NMw5G7n2ScSqxyD0UKP3QU09lnY3SS1fdOU07y+yrsJs2B177hdQy/6J6FwD8VEw/QSC5BTS2ehzHrqhwNjrcOJfnID7t5sJ161Ajp2EfdL/wxs/EzesdZ+G3x7XQFLtPV6R4TrllFO44oorOO+883jiiSdYs2YNX/nKV7raX3vtNa677jpOPvnkqjqhGRhaOwSmuSuJxukIAXlPkuuA0i/j8i9o3wsQfsC0mIVMFoyen/fJBQMXyJrPK1zXIh7fHcuCMIBMlm51sYJA0bJJ4cQm4NgTUApyOboFuyoFrVkba+QRxEbPK+gUOuRzUPvRee1H/x05E9OcQmqPTyDxCTHo9GL42YFLG5XFJj9+d2JnfQcr9AikRaeM1bz4qGYgqO43rchwfe5zn6Ozs5MLL7wQIQTnnnsuJ55YSPR59dVXc8stt3DUUUfxuc99rqpOaAYG0zKIJWxcZRMocGKCmAzIZYsdEna0aa0UuBHvZfWElFDfYCJkSKjymKZFvW3S2VHY49uWfC7cbIjK4/kKj9pvVm9LVI4Cvh/S6lvAlv2Ggc91GIaKDA5sSXKsjdZOSbX3eK/iuEqxePFigiBgjz326MtpqkbHcVWHZRsYMZt1Oa/bmCdlShoMSXq72KutHm5DoxJy00ibXLiaUG39OwQGcWMyHe1hkfEajAw1zYcynueyceNqmprG4TjR7+3tzPQUx+X7HuPHN/X6nH3Oijt7dulNcM3gxonbrCyRk67TD3EMiWka+Ns4Vuwo/dBgoq7ewg03dDNaAIqAbLCCVN1UWjZVn2InKoaS5jsDg8UdfjhRrTu8rjg3DDFNSSYoP+Noc33sWPcxTa2DYfsTywJfdZRsUwQgCklzBztDSfOdgeEagOy6Lh/96Ad49tnoXP63EFkFZM3QR0qB18PI0lfFZQs8z+1auhrsqB1s+IbKL/r7BiNDSfOdgeE448rn81xyyTf7XMyyWiJLsqsZ+gRBSNyx6CizCe9IQeAXp3waMihBYUxW+u+Twu62DDpYGVKa7wQM9IwrCBTptEdn2iWVskkmLAyjdv15881lXHrpRQNqrGua8kmzcxEEirgQGAJKJdpuckzyZZ0zapvNoT/I58CONeGGxTnvpIijAgMY/IZrKGm+MzCQMy7XDbni6gU88eTWpM+HHDSJC792JLZdm9WB559/lrlz9+ess77AcccdvuMv1AA949L0ikxnjvF1MZrzPtnNrsamgJGOSZj3i2JmhtLoP5PxaHTqsSW44Sa2zLxMUYctx7CpeYAKTfWSoaT5zsBAzbiCQBUZLYDHn1zJlVcv4FsXHlWTmdd73/v+fj9nb9EzLk2vCENFuj1HQ9yiySncBipU5DMuQYm8g1sq/g6V0X9ri0siUUc8VgdCIRB4LmzqGBpGC4ae5kOdwmQr+hlXOu0VGa0tPP7kStJpj/r6nXMQ4/s1TPmk6TtCCPxQkc0HeF5IIm6ScGTNiuJVglKKXGbHm/9OzCJZ34QCJAI37+EOUGXj3uD7AXaoECJAKYnvD36HjG2ppHptfxBzBDHbR+CjMMm7Jtn88HJSgM1VEwYg5VNnuudnsDPt7rSGq9p7XBuuCJBS0JENuPrnT/LS4sK+S33K5uwP7sNBc8ZRw/3XPpNqiNPqBXTmCoZKAPWWQco2i4KUBxN1dRLbWoPkLSAEAcn4aGLOLFrbwiERtB7FfktDncLMv4RofY3CkqrAiM3AqZ9La/sgvjF3IlLJno3SjtqHMtXe40NrCDpEyXmK8y5/sMtoAbR3ulzzi6d5dVkLhjE4f4Z4wqbZ9encZulQAW1eQGeocJzBOe6xbYltrUXyJtt6Fgo2YIiXSaUGp97bo5SqqfGKOWDmX0RkF7FVJ4XIvYGRfpxktMWPhy3JpMUhB00q2XbIQZNIJnfepWJtuAYpUgqWvNVCc0vpki83/fEFcoM0/ZBhGWTLLGW2ewFWbHA+UIm42jzTKkaIdixz8ORU7AkpDaSs3XJh3AkQ2cUl24S7AtsaGjoNdQxDcOHXjiwyXlu8CmvpEj/QVHt/D84h806EYUheWVKmPDqwcm0HQaCwIi5vvyOEAL+H0ZBiMKRiLY2QAT27u2eQsn7QZxvfWquoRktFqucKziLMsjXx7s7PQDlnQGGV4FsXHrU1jitpk0zWNo5rMFDTelya6glDxeRxdWXbG+ucQZl+SCkwduAaPAi7DYBSxuad9nIvodiQyJBgmjU2GmIHj7+MNhv+QDNQzhlbMAxBfb09II4YUVZ43hbTrM4EDdZ3z05DEITsu8dYbKv0lPiDJ+1O3I7Ge6y3qCAsOxNMGALfHZyehfm8QDGmTKtDENpDwjmj1imfXM9C2SWqOwOYjXjBzusUUIrhmPJpoNFJdgcxCUdy3YVHUbfdJus7j9iFYw+Z0q244WAil3EZGzOLjJcjBU22SX4Q1d/almw2xA9noNSI7VocArUfHaXz7w46ap1kN5ODMHkYyhzZvcGoJ6g7bkAqIA8kA53yaThSbYxin+txDTRDpR6XkIKcG7KuOUNn2mXKhHoSjsEg29oqQkpBLOmgBARKYUlJGITk0vlBr3sqJbGtAMgADn5g09mpBv3e1hYymTQAiUSyZtcQAlIJhSXzEHaCTOCrOJ0ZOWR06g88z2XDhtU0NY0lFtPulP1JT/W4stkMU6aM7fU59R5XRKhQ4ZiCKWOTCJEaMksSYajIdOTwPA8pBa4xdG6Zzs5CXNJWvQfnzHZ7pIRUTNGULGidDSTZXHV9Nw1JPOYjhcILJNmc7HbvKQUdaQHEECK+TdvQuD/7Ez3jih6d8mkIMVSM1rZsST8Ujw+9W2Yo6e3YUCfbUa//A5pfA9MhMelwEhMPpSVjEfbCfjWkFKb3BqL1eQgymM54YnUHk3aT5EtsnQ0lnWrBQHoVDleqTfk0vBaxNVVjGCbGEJptDUWk3Gy0nrwWNrwEoQduJyz7Fzz/CxrjlTtqpOIKs/MxRNujEHQCISK/CrnxLySt1p3ezboaBtqrcDhS7TtFGy5NRYRhQBgO/lIgQ5lUTKHeuLtgsLanYwUis7biLCuWkUPklpZsk22PkHCGxrKpZuem2neKNlyaihBC6PX/GmMJDza+Wv6Adc9VlGbLMCTCW1v+AL8FQw7OUAbN8KLad4o2XJqK0Iar9igAo4egXzNR0T6UUgpET270Ysu6mEYzoFT7TtGbFpqKCAK9TFhrcmGM+KRDYfn9JdvF+APJZnccOxeGCmWNpbBfU2zoVGwqeU8/+tsz3JwzNmxYz49+dC3PPLMQx3E49tjjOeusL+A40WVMqfa9omdcmoowTav2KYiGOZlsCJPnQ6pENosZ78QzyqcOKzpXziBsPKa4wUgS1h1KbujU04yM4eScoZTioou+Ri6X4yc/+QWXXnol//vfI/zylz+LtB/VpnzSwy5NRWxJPaSr8daWlozNiP3Oho5VsO45sBKICQfhmfW0pStPDZb3BEJMJD76TGR2CYTtKHsqoTWW9rQ57F3fSzHgKZ9MAzdUZL2AuGVgSwF+bVY63n77LV555SX+/vd/09RUyJzyqU+dzU9+8iO+8IXzanLNUlSb8kkbLk1F1DL1kGYrYQjNnTamNQNz2iyUUuTzAVQxQ8q5kHNtLGsOwhQEXkiQCxlOy2G9YSADkJVl8ofHl7NoVXvXZ3tMrOdDh0xDeP3vSNPUNJLvf//HXUZrC+l0Z79fqyeqHQjrpUJNRdQ64aumO74fsmlTGy0t7Ts+eAd4XoDr+oM2J+ZgYcBmXKZRZLQAFq1q5w+PLwez/5Nw19XVcdBBh3T9OwxD/vrXP7H//gf2+7V6Qs+4NDVFz7iiR2seLQM143JDVWS0trBoVTtuqGpVka2LG2+8nsWLF/PLX/6mxlfqjp5xaWqKnnFFj9Y8WgZqxpX1et7H2lF7X7nxxuu5444/cvHFlzF9+syaXmt79IxLU1O0U0b0aM2jZaBmXPEytfq6tfcmSWUv+MEPvsddd/2Fb33rMo466tiaXKMn9IxLU1OCINCxXBGjNR8e2FKwx8T6km17TKwveBfWgJtv/jl33fUXLrnkCo477oSaXGNH6DguTU3RmTOiR2s+TPADPnTItCLjtcfEej58yLSauMQvX/4mv/nNr/jIRz7BnDn70ty8seu/KNGZMzQ1Rr9Ao0drPlwQns+HD55aHMdVA1d4gEceWUAQBPzmN7/iN7/5Vbe2Rx9dWJNrlqa6e1xXQNZURC6XASAWSwxwT4YPWvPo8DyXjRsLFZAdR1dA7k96qoCcz2eZNGlMr885oEuF69at49xzz2XevHnMnz+fq666inxe56IZjFiWheM4OjdrhOgaaAOBvsGjpNr7e8CeCqUU5557LvX19fz+97+nra2NCy+8ECklX/va1waqW5rtMAxJImkRYhIQYkoTQkG6w9Vpg2rMFldhHc8VDQOe8mkYUq07/IDNuJYtW8bzzz/PVVddxaxZszjggAM499xz+cc//jFQXdJsh5SCZL1Fe9hBe5gmHWZp8zvoVJ3UNejZV62xLFsbrQgZyJRPw5Uh5w4/evRofvnLXzJq1Khun3d2RpsrS1OeRMqmze8k3C63XaBCOoM0sbiOM6olOgA5WvSMK3qGXAByfX098+fP7/p3GIb87ne/4+CDD+7VeTzPw3VdLMvG81wsyyIIgq6Rk1IKwzDwPG+bY7b+r+97GIaBUgqlFFIaBIGHaZY/NgzDLlflIAgwTavEsS6mubUvQgjCMMAwio/t3m8JqAHr97Z9STXYhGUCHz3lkzAFnucSBD5CGH3ot19GQw/DMAnDoFf9Lvz2AqUCDMMs0xerj/2WPf72hmH1od8hhmHg+z6WZZHJpLt9Jwg8pNzal8KxPf/2te/3jp+1avsN1OhZ29pvpQJAIQRdbUqpzccoive+1ObfSkVy7NbvFFP+2Cj7Uv7YMAxRSuG6btf/33KfSFnd3GnQ7Pxec801LFq0iD//+c8D3RUNhRdFSM/R+kpnGa8pvu8BStdBiwg944qealcUBoU7/DXXXMMtt9zCD37wA044oXcR3NodvnbUN8Zo8dvKtjca9XS0aS/QWrG1Bpre56o1W93hx+E4sYHuzk5FT+7wvu8xfnxTr8854DOu73znO/zxj3/kmmuu6bXR0tQWzw1wTJt8WDwqSsg4+WxtgiM1BYKgoK82XFGiR8FRsuUe7y0DGsd1ww03cNttt3Hdddfxnve8ZyC7oilBNuMRJ0bc2DoCFQiSRhwzNHFdnUevlghhbN6D00SH9iqMkmrv7wGbcS1dupQbb7yRs846i/33358NGzZ0tY0ePXqguqXZjo72PLZjUG+nChvfCHIZj5z2dosAPfrX1I6VK1dw3XVX89JLL1BXV8/7338GH/rQxyLuRXX3+IAZrgceeIAgCPjpT3/KT3/6025tixcvHqBeaUrh5gPa2wphCrGYTocTFYNg+1mzkxKGIV/96nnsvvue3Hzz71m58m0uueSbjBo1hne8452R9aPae3zADNdZZ53FWWedNVCX1/QSw9BLVlGjNR9eOHELTINAgSlA+QH5bHVxTjti06ZNzJo1m/PP/zqJRJLJk6ew//7zePHF5yM1XNXe47qsiaYiPM+rOlhQUx1a82gZSHf4eF2MN7M+z25M80Jzmmc2pnkz6xOvq42H46hRo7jssqtIJJIopXjxxed54YVn2W+//WtyvXIMuQBkzdBCe7ZFj9Y8WgYq5ZMTt1jakacl393DriXvsxTYJW7VbOYF8P73n8S6dWs59ND5HHXUMTW7TimGXMonzdBCpx+KHq15tAzYjMs0iozWFlryPpi1XTK+4orvcfXVP+CNN17nxz++rqbX2h4949LUFD36jx6tebQM1Iwr2IGt3FF7X9lttz0AcN08l132Lb7whS9WPRPqLXrGpakpevQfPVrzaBmoGZexA1u5o/Zq2LSpmYcf/m+3z6ZNm47neaTT6f6/YBmGXFkTzdBCl9iIHq15tAxYWRM/YIRTevFrhGOC3/+B/qtXr+ab3/wqGzas7/ps8eJXaWwcQWNjY79frxx6xqWpKb7vbU76qokKrXm0FCZb0c+48lmPGXVOkfEa4ZjMqHNq4pix++57MHv27lx11WW8+eYyHn/8UW688Xo+9rFP9vu1esL3q0v5NCiS7PYFnWQ3Gly3kEzXtp0B7snwQWseHYMhye62cVyGAGoYxwWwceMGrrvuezzzzFPEYnHe974P8NGP/r9+n3X2lGTX81wmTBjZ63Nq5wxNRQzx8c2QRGs+vCgYqYKhiiJ99ahRo7nyymsiuFJ5hlzmDM3QQr9Eo0drrtnZ0YZLU1OqrVSqqR6tuWZnZ8hXQNYMboJAlzCJGq15tAyUc8Zwptp7XBsuTUXo8vHRozWPloJPgq7HFSWmWZ0J0oZLUxFby8jrl2lUaM2jZSCT7A5XdMonTU3RgbDRozWPlgELQB7GVDso04ZLUxF69B89WvNo0TOu6NEzLk1N0aP/6NGaR4uecUWPTvmkqSm+7+L7OuFrlGjNo0V7FUZPtSnNtOHSVIRhWBiGXrKKEq15tAxnr8KvfvU8rrjiksivW+39rQ2XpiLCMCAMdVxRlGjNhxfJpGTECGga4TNiROHfUXD//f/m8cf/F8m1tqfa+1vvcWkqQq/9R4/WfPjQ2Cgx5WsINnV9ZjgjsazZtLaGNbtue3sbN954PbvvvkfNrtET1d7jesalqQghhH6RRozWfHiQTBYbLQBBM6ZcXNOZ1w03/JATTng306ZNr9k1ekIbLk1NCYJApyCKGK15tAyUc4Zth0VGawuCZmy7NjOuZ555mhdeeI5PfOJTNTl/JeiUT5qaotMPRY/WPFoGyjlD7KCISaG9f1/V+Xyea665ki9/+WsDVn8MdMonTY3RwbDRozWPloEKQFY7eA3vqL0abrnlF8yevTsHHXRIv5+7N+gAZE1N0cGw0aM1j5aBCkB2XYnhjETQXNSmGInrSqB/lwsfeOA/NDc3c/zx8zf3oTBI+u9/H+C++x7p12v1hE75pKkpevQfPVrzaBmoGVc6HWJZszHl4m7GSzESP5xNOt3/e1w//vFN+P7WJcqf/vR6AD73uXP7/Vo9oWdcmpqiR//RozWPloFM+dTaGpJMzt7sqOGjMHFdWROjBTBu3Phu/04kkgBMmjS5Jtcrh55xaWqKHv1Hj9Y8WgY6yW46HZJOw9bXcu3itwYLesalqSn65Rk9WvNoGc5Jdr/5zUsG5Lo6ya6mpuiYoujRmmt2dnQcl6amDNeR6ECiNdfs7FR7j2vDpakQ/RKNHq25ZmdHGy5NDVFq598oHmxozTU7O9Xe49pwaSrCMIyB7sKwQ2uu2dmp9h7XzhmaivA8r2rXVU11aM2jZaDd4Ycj2h1eU1N0MGz0aM2jZTi7ww8UOgBZU1N0MGz0aM2jRc+4okfPuDQ1RY/+o0drHi16xhU9esalqSl69B89WvNoGW4zrgULHuKb3/xqt8+OOuoYLr/8e5H1Qc+4NDVFj/6jR2seLQM940raAbbIIvwsyozjqjhpt3aepcuXL+Oww+ZzwQXf7PrMtp2aXa8UesalqSlBUBgZ6dF/dGjNB4KBmXE1xvPI125DbHoNKITlOk27Ye12Jq3Z2hiTt95a/v/bu/+oJs50D+DfkJAQiFDAehV0wR8VBCxidSkqeyR21dJVWn9UUbHV7YWrPW3xyG6RCuoCYhWtCi3Y6iroVntEoHWptK7tuliRPXVFyype+SmItRUFCmJCkvf+wXXWKGCIyYxJns85HsxMMvP4OOSZ9533ncGIEaPg7j7QLNs3hFbb99Ofe0PD4YlB7OzEsLOjeUV8opwLgf8Wl5NUq1e0uEhuVcKu8hCcpOa5X2VdXQ2GDfuVWbZtKGOPb2pxEYPYUt//k4Jybhukos6HitY9oluVkIo60QGFSffJGMPVq/UoKytFbu5e6HRahIW9gDfe+B9eW/jGHuNUuIhB6EuUf5Rz2yDSdBqw3rSF68aNH3H37l1IpVIkJ6ehqakJO3akQ6VSITY2zqT76gsVLmJWdPsh/lHObQOTyPvsoGQSOWDi3sLBg4fgyy9PYMAAZ4hEIjzzjA8Y0+FPf0rCW2+t4u3Yo1s+EbPSaLqg0dDth/hEOedX98k//61cNZODufn2uI65+ULN5GbZr7Ozi94oSi+v4VCrVWhrazPL/npi7PFNhYsYRCKRQiKh4dl8opzzq/s7nP/BGR1qMXS+Cx8qXszNFzrfSLMMiS8rK0V4+DTcvXuXW3blyv/CxcUFrq6uJt9fbyQSGg5PzIgmw/KPcs4vIScgt3TK4PTMkofncXWap8tu7NhnIZPJsGlTMpYv/29cu3YNH320A4sWLTXL/npDE5CJWdFkWP5Rzvkl9ATkDrX4/0cPKkx+TetBjo5O2Lo1Azt3bsXvf78Ujo6OiIiYw3vhognIxKzo7J9/lHN+2dotn0aMGInt2z8SNAZqcRGzorN//lHO+SV0i8sWGXtSRoMziEFohBv/KOf8EmpUoS3TaIy75RO1uIhBaE4R/yjn/BJqVKEtM/YYp8JFDGJLff9PCso5sXZ05wxiVvQlyj/KObF2VLiIWdnZ0eVQvlHOibUz9hinwkUMotWaeWIJeQjlnF80OIN/xh7jVLiIQYy9NQsxHuWcXzQ4g38SiXEliAoXMQhNhuUf5ZxftjYB+UlAE5CJWdFkWP5RzvllaxOQ1Wo1MjI+wPHjxbC3t8fvfheB6OiVvOaAbvlEzIrO/vlHOeeX0C0uOVNB0vkL0NkOOCqgcRiATpHMbPvbsSMdZ89+j23bMnDnzh2sX5+A//qvwXj55blm2+eDqMVFzIrO/vlHOeeXkC0uZ2072nel4ZfyMm6ZdFwwnGPWoE1s2qcfA0BbWyv++tfPsX37R/DzCwAALFiwBBcvVvBauKjFRcxKo6Gzf75Rzvkl1KhCOVOhfVca1PcVLQBQl5ehfVca5CuSTN7yunChHAqFAkFBz3HLoqJeN+k+DEEPkiRmJRbbQyymL1A+Uc75JdSoQknnLw8VrXvU5WXd3Ycm1tR0DYMHe+DYsb9i0aK5mD8/Avv27YZOpzP5vvpi7PFNLS5iEJ2O5hTxjXJuIzrbH73ecaBJd3nnzh00Nl7FF1/kIyFhHZqbb2LLlo2QyRwQGbnEpPvqi7HHOBUuYhBbGm31pKCc2wj5I65hPWq9EcRiCTo6OrBuXSoGDx4CALhx40fk5+fxWriMPcapq5AYRCQS0RcpzyjntkEjHwDpuOAe10nHBUMjH2DyfQ4cOBBSqYwrWgAwbJgXfvrphsn31RcqXMSstFot3YKIZ5Rzfgk1OKNTJIMiZs1DxUs6LhiKmDVmGRLv7x8AtVqFq1fruWX19bUYMmRIH58yPbrlEzEruv0Q/yjn/BLylk9tYgXkK5LgdG8el1wBjXwA2sw0j+tXv/LGpElTsHHjBqxeHY9bt5px4EAOXnvt92bZX2/olk/ErGgyLP8o5/wSegJyp0gGOMpMPhCjN0lJKfjgg81YufINODg4YO7cVzFv3gJe9n0PTUAmZkWTYflHOeeXrd3ySaFQIDHxT4LGQBOQiVnR2T//KOf8ErrFZYuoxUXMis7++Uc555ettbieBNTiImZFZ//8o5zzi1pc/KMWFzEr+vLkH+WcX9Ti4p+xxzjN4yIGoTlF/KOcC4FaXKbWVyuW5nERs6IzUf5RzvljZ9d9Dq/VagSOxPqo1SoA3beZepCxxzgVLkKIzbOzE0MisUd7eyskEnuIRNQZ9bgYY1CrVWhvvw25XMGdHJgCFS5iELpozT/KOX9EIhEcHZ3R1nYLt27xe78+ayeXK+Ds7NbjOmOPcSpcxCBisVjoEGwO5ZxfUqkM7u6DqYvWhMRiSZ8tLWOP8SeicKnVasyZMweJiYkIDu75LslEWPeGrdLcIv5Qzvl1L9+Ojk4CR2I7LHY4vEqlwurVq3HlyhWhQyF9oC9P/lHO+UX55p9FTkCuqqrC6tWrqS/fAtBkWP5RzvlF+eafsS0uQYfO/POf/0RwcDA+++wzIcMgBrC3l9IZKc8o5/yifPPPIltcixYteuxtaDRdUKu7YG9vj66u7p9arZa7wMoYg1gs5tY9+FOj0UAsFoMxBsYY7OzE0Gq7IJH0/l6dTsc9nVar1UIikfTw3u5t3ItFJBJBp9NCLH74vfpx2wFggsX9cA5FYEwLtVoNrVYDhcK5h/dqIBKJHyNuTS851EAslkCn0xodd9/5fpy47fr8vxeL7R8jbh3EYjE6OtogFkug0dg/FLed3X9iEYvF3PEmXNyP/l0zNm4AZvpd04+7t3zTd4T5fteMnTcn+DWuxzV4cM/DLAmxfHRs84vybSlolh0hhBCLQoWLEEKIRaHCRQghxKJQ4SKEEGJRqHARQgixKCJGs38JIYRYEGpxEUIIsShUuAghhFgUKlyEEEIsikUXrujoaMTHxwsdhtU7fvw4fHx89P68/fbbQodl1dRqNTZs2ICJEydi0qRJ2LZtG92M2kzy8/MfOr59fHzg6+srdGhW6/r164iJicH48eOhVCqxb9++fn3eYm/5VFRUhJMnT+KVV14ROhSrV1VVhbCwMCQnJ3PLZDKZgBFZv5SUFJSVlWHPnj3o6OjAqlWr4OHhgYULFwodmtUJDw9HaGgo91qj0eC1117D1KlThQvKysXGxsLDwwP5+fmoqqpCXFwcPD098dvf/tagz1tk4WppacHmzZsxduxYoUOxCdXV1Rg9ejSefvppoUOxCS0tLThy5Aj27t2LZ599FgCwfPlynD9/ngqXGTg4OMDBwYF7vWvXLjDGEBcXJ2BU1qu1tRXl5eVITk6Gt7c3vL29ERoaitLSUoMLl0V2Fb7//vuIiIjAqFGjhA7FJlRXV8Pb21voMGzG2bNnoVAo8Otf/5pbFh0djbS0NAGjsg0tLS345JNPsHr1akil9IgTc3BwcIBcLkd+fj66urpQU1ODf/3rXxgzZozB27C4wlVaWorvv/8eK1euFDoUm8AYQ21tLU6dOoUZM2bghRdeQHp6OtRqtdChWa2GhgZ4enqisLAQM2fOxLRp0/Dhhx9Cp9MJHZrVO3jwIAYNGoSZM2cKHYrVkslkSEpKwmeffYbAwEC8+OKL+M1vfoP58+cbvA2L6ipUqVRYt24dkpKS9Jr2xHyamprQ2dkJqVSK7du3o7GxESkpKbh79y7Wrl0rdHhW6c6dO6ivr8ehQ4eQlpaGn3/+GUlJSZDL5Vi+fLnQ4VktxhgOHz6MN954Q+hQrF51dTXCwsKwbNkyXLlyBcnJyQgJCcHs2bMN+rxFFa7MzEwEBAToXUgl5uXp6YmysjK4uLhAJBJhzJgx0Ol0+MMf/oA1a9ZALBYLHaLVkUgkaG9vx9atW+Hp6Qmg+wTi4MGDVLjM6IcffsCNGzfw0ksvCR2KVSstLUVeXh5OnjwJBwcHjB07Fjdu3EBWVpZ1Fq6ioiLcvHkTQUFBAMB1V3311Vc4d+6ckKFZtaeeekrv9ciRI6FSqdDa2go3N3r4nqk9/fTTkMlkXNECgOHDh+P69esCRmX9SkpKMGHCBLi4uAgdilWrqKiAl5eXXq+Zn58fsrOzDd6GRRWu/fv3Q6P5z6Oe09PTAYBG/5hRSUkJ4uLi8Pe//x1yuRwAcOnSJTz11FNUtMwkMDAQKpUKtbW1GD58OACgpqZGr5AR07tw4QLGjx8vdBhWb9CgQaivr4dareYGwNTU1GDo0KEGb8OiBmd4enrCy8uL++Pk5AQnJyd4eXkJHZrVCgoKgkwmw9q1a1FTU4OTJ09i8+bNdB3AjEaMGIGpU6dizZo1qKysRElJCT7++GNERkYKHZpVu3LlCo1U5oFSqYS9vT3Wrl2L2tpafPPNN8jOzkZUVJTB27CoFhfhn0KhwJ49e7Bx40bMnTsXTk5OWLhwIRUuM0tPT0dycjIiIyMhl8uxePHifv1ik/67efMmnJ2dhQ7D6g0YMAD79u1Damoq5s2bBzc3N6xYsQILFiwweBv0WBNCCCEWxaK6CgkhhBAqXIQQQiwKFS5CCCEWhQoXIYQQi0KFixBCiEWhwkUIIcSiUOEihBBiUahwEavQ1dWFjIwMTJs2DQEBAZg6dSrS0tLQ3t7Oy/6joqKQkZHR73WmduzYMTQ3NwMAMjIy+j1pmTGGqKgoVFdXmzSuuLg4fPfddybdJrFdVLiIVUhPT8fXX3+NlJQUFBcXIy0tDd99951N3cfy2rVriI2NRWdnp9HbKCgogIeHB0aOHGnCyIC33noLqamp9Bw3YhJUuIhVKCgowDvvvIOQkBAMHToUISEhWL9+Pb799lv89NNPQofHi8e9CQ5jDFlZWWa5J6KXlxc8PDzw5ZdfmnzbxPZQ4SJWQSQS4cyZM3pPCQ4KCkJRURFcXV0BdD8GJyUlBcHBwQgODkZcXBxaWloAAI2NjfDx8cHRo0cRGhqKCRMmICUlhXsaAWMM2dnZUCqVCAgIwJQpU5CZmWlUrIcOHYJSqURQUBCioqJw+fJlbp1SqcRf/vIXvPrqqxg7diwiIiJQUVHBrW9oaMDrr7+OwMBAzJo1C3v27IFSqQQATJs2jfuZn58PoLsLdcOGDRg/fjwmTZqEvXv39hrXqVOn0NnZicDAQG7ZhQsXEBkZicDAQMyYMQNFRUUAgPz8fERFRSErKwsTJ07E5MmTUVhYiOLiYoSFhWHChAnYsmWL3vaVSiUOHTpkVM4IuR8VLmIVli5div3790OpVGLdunX46quvcPfuXYwaNQr29vYAgG3btqGiogKffPIJcnNz0d7ejnfeeUdvO5mZmfjggw+QmZmJr7/+mrs2VVhYiJycHKSmpqK4uBhvvvkmMjIy8O9//7tfcX7zzTfIzMxEYmIiCgoK8Nxzz2Hp0qVobW3l3pORkYHo6Gh88cUXGDBgAFJSUgAAGo0GMTExcHZ2xpEjRxAdHa1XPA8fPsz9DA8PBwCcO3cO9vb2KCwsRHR0NDZt2tTr9auSkhKEhIRAJBIBAJqbm7F8+XKMGTMGBQUFiImJwbvvvovKykpu2w0NDcjLy8NLL72E9evXIzc3F1lZWYiPj8fu3btx8eJFbvuTJ0/G+fPn0dbW1q+cEfIQRoiV+Pzzz9mCBQuYr68vGz16NAsKCmJ5eXmMMcbu3LnD/P39WWVlJff+1tZW5uvryyorK1lDQwMbPXo0O378OLc+Ly+PPf/880yn07HS0lL27bff6u1v8uTJrKCggDHG2JIlS9jOnTt7jOv+dZGRkSw3N1dv/SuvvMItCwsLY5s2beLW/e1vf2P+/v6MMcZKSkrYuHHj2C+//MKtT09PZ2FhYYwxxv0bGhoaGGOM7dy5k4WGhjKdTse9f8KECayoqKjHOBcvXsyysrK41zk5OUypVDKtVsst+/Of/8zOnTvHjhw5wvz8/FhHRwdjjLGqqio2evRodvr0ae69ISEh7OjRo9xrrVbLAgIC2JkzZ3rcPyGGoseaEKsxe/ZszJ49G7dv38apU6dw4MABvPfee/Dx8YFUKkVXVxcWLlyo9xmdToe6ujr4+/sDgN6DBAMCAnDr1i3cvn0bzz//PM6fP4+tW7eiuroaly5dws8//6zXNWmI6upqbNmyBdu2beOWqVQq1NXVca+9vb25vysUCnR1dQEALl++jOHDh0OhUHDrx40bx3Xf9WTo0KFcCwrofqSESqXq8b23bt3iulUBoLa2Fn5+frCz+0/HzLJlywB0P/jP3d0djo6OAACZTMbt7x4HBwe9wRh2dnZwcXHhRj0SYiwqXMTiVVZWorCwEPHx8QAAV1dXzJo1CzNmzMD06dNx5swZTJ48GQDw6aefcl+297i7u3PXuu51KwLgipJIJMLhw4exceNGzJ8/H9OnT8e7776LpUuX9jtWrVaLhIQEhISE6C2/vxjdH8P9xGLxQwMwHnzd02ce1NtnRCIRtFot91oi6fvroaf19xfJnuh0Or1CSIgx6AgiFk+r1WLv3r1611MAQCqVwsHBAW5ubhg2bBjEYjFaWlq4J2grFAqkpaXptQAuXbrE/b2iogKDBg2Cq6srDh48iDfffBMJCQl4+eWX4erqiubm5n6P5Bs+fDh+/PFHvSd5Z2dno7y8/JGffeaZZ1BXV6c3N+3+a2yPKhqPcn8BB7pbfpcvX9b7N8bGxmL37t1GbV+n06G1tRUDBw58rDgJocJFLJ6/vz+mTp2KlStX4ujRo2hsbER5eTnWrVsHtVqN6dOnQ6FQYP78+Vi/fj3KyspQVVWFP/7xj6ivr9fr3kpNTcUPP/yA06dPY8eOHVi8eDGA7lZcaWkpamtrUVFRgVWrVqGrq6vf85KWLVuGnJwcFBYW4urVq9iyZQuOHTtm0LypkJAQDBkyBImJiaiurkZxcTFyc3O59XK5HEB3C7Sjo6NfcQGAn5+f3gjHWbNmoaWlBZs3b0ZdXR3y8/Nx4sQJrvXaX/cGhfj6+hr1eULuoa5CYhW2b9+O7OxsZGZmoqmpCY6OjpgyZQoOHDjAdcPFx8fj/fffx9tvv42uri5MnDgRH3/8sV53Wnh4OGJiYqDT6RAZGYno6GgAQEJCAhISEhAREQF3d3e8+OKLkMvlei00Q4SHh+PmzZvYuXMnbt68iVGjRiErK0vvulZv7OzskJGRgcTERERERGDEiBGYM2cO/vGPfwAA3NzcMHv2bMTGxho18To0NBTx8fFgjEEkEsHZ2Rm7du3Cxo0bsX//fgwbNgxbt27FmDFj+v3vBoCzZ88iKChIr1uUEGOIWH/7OgixQo2NjZg2bRpOnDih1wJ7kjQ3N+PixYsIDQ3llu3evRsnT57E/v37H3v7Wq0WM2bMQFpaGiZOnPjY23tQVFQU5s2bh4iICJNvm9gW6iokxIKsWLECn376Ka5du4bTp08jJycHM2fONMm2xWIxoqOjzTJJuLq6GtevX+fmlxHyOKhwEWIh3N3dsX37dhw8eBAzZ87Ee++9hyVLlmDRokUm28e8efPQ1NRk8pvsfvjhh0hKSup1xCQh/UFdhYQQQiwKtbgIIYRYFCpchBBCLAoVLkIIIRaFChchhBCLQoWLEEKIRaHCRQghxKJQ4SKEEGJRqHARQgixKFS4CCGEWJT/A4IiGE+Zk84hAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns,\n",
    "                     x=\"sepal_length\",\n",
    "                     y=\"sepal_width\",\n",
    "                     hue=\"petal_length\",\n",
    "                     palette='RdYlBu_r')\n",
    "\n",
    "# hue 用不同色调表达花萼长度 (连续数值）\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "ax.set_xbound(lower=4, upper=8)\n",
    "ax.set_ybound(lower=1, upper=5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:29.786667Z",
     "end_time": "2024-07-10T15:26:30.026689Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 利用散点大小size可视化第四特征 (花瓣宽度)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1d2f82accd0>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns,\n",
    "                     x=\"sepal_length\",\n",
    "                     y=\"sepal_width\",\n",
    "                     hue=\"petal_length\",\n",
    "                     size=\"petal_width\",\n",
    "                     palette='RdYlBu_r')\n",
    "\n",
    "# size 用散点大小表达花瓣宽度\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "ax.set_xbound(lower=4, upper=8)\n",
    "ax.set_ybound(lower=1, upper=5)\n",
    "ax.legend(loc='lower left', bbox_to_anchor=(1.1, 0), ncol=1)\n",
    "# 将图例置于散点图之外，放置方式为左下\n",
    "# 图例定位点为 (1.1, 0)\n",
    "# 其他放置方式：'best', 'upper right', 'upper left', 'lower left',\n",
    "# 'lower right', 'right', 'center left', 'center right',\n",
    "# 'lower center', 'upper center', 'center'"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:30.023686Z",
     "end_time": "2024-07-10T15:26:30.293228Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1d2f8483190>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns,\n",
    "                     x=\"sepal_length\",\n",
    "                     y=\"sepal_width\",\n",
    "                     hue=\"species\",\n",
    "                     size=\"petal_width\")\n",
    "\n",
    "# size 用散点大小表达花瓣宽度\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7, 0.7, 0.7])\n",
    "ax.set_xbound(lower=4, upper=8)\n",
    "ax.set_ybound(lower=1, upper=5)\n",
    "ax.legend(loc='lower left', bbox_to_anchor=(1.1, 0), ncol=1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T15:26:30.296232Z",
     "end_time": "2024-07-10T15:26:30.560656Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
